Convex Optimization for Machine Learning
This book covers an introduction to convex optimization, one of the powerful and tractable optimization problems that can be efficiently solved on a computer. The goal of the book is to help develop a sense of what convex optimization is, and how it can be used in a widening array of practical conte...
Ausführliche Beschreibung
Gespeichert in:
| Autor*in: |
Suh, Changho [verfasserIn] |
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| Format: |
E-Book |
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| Sprache: |
Unbestimmt |
| Erschienen: |
Erscheinungsort nicht ermittelbar: Now Publishers ; 2022 |
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| Rechteinformationen: |
Open Access Creative Commons ; https://creativecommons.org/licenses/by-nc/4.0 |
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| Schlagwörter: |
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| Umfang: |
1 Online-Ressource (379 p.) |
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| Reihe: |
NowOpen |
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| Links: | |
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| ISBN: |
978-1-63828-053-8 978-1-63828-052-1 |
| Katalog-ID: |
1832218643 |
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| 520 | |a This book covers an introduction to convex optimization, one of the powerful and tractable optimization problems that can be efficiently solved on a computer. The goal of the book is to help develop a sense of what convex optimization is, and how it can be used in a widening array of practical contexts with a particular emphasis on machine learning. The first part of the book covers core concepts of convex sets, convex functions, and related basic definitions that serve understanding convex optimization and its corresponding models. The second part deals with one very useful theory, called duality, which enables us to: (1) gain algorithmic insights; and (2) obtain an approximate solution to non-convex optimization problems which are often difficult to solve. The last part focuses on modern applications in machine learning and deep learning. A defining feature of this book is that it succinctly relates the "story" of how convex optimization plays a role, via historical examples and trending machine learning applications. Another key feature is that it includes programming implementation of a variety of machine learning algorithms inspired by optimization fundamentals, together with a brief tutorial of the used programming tools. The implementation is based on Python, CVXPY, and TensorFlow. This book does not follow a traditional textbook-style organization, but is streamlined via a series of lecture notes that are intimately related, centered around coherent themes and concepts. It serves as a textbook mainly for a senior-level undergraduate course, yet is also suitable for a first-year graduate course. Readers benefit from having a good background in linear algebra, some exposure to probability, and basic familiarity with Python | ||
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9781638280538 978-1-63828-053-8 9781638280521 978-1-63828-052-1 20.500.12854/95746 hdl (DE-627)1832218643 (DE-599)KEP083973214 (OCoLC)1366497208 (DOAB)95746 (EBP)083973214 DE-627 ger DE-627 rda und PBU bicssc Suh, Changho verfasserin aut Convex Optimization for Machine Learning [Erscheinungsort nicht ermittelbar] Now Publishers 2022 1 Online-Ressource (379 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier NowOpen Open Access Unrestricted online access star This book covers an introduction to convex optimization, one of the powerful and tractable optimization problems that can be efficiently solved on a computer. The goal of the book is to help develop a sense of what convex optimization is, and how it can be used in a widening array of practical contexts with a particular emphasis on machine learning. The first part of the book covers core concepts of convex sets, convex functions, and related basic definitions that serve understanding convex optimization and its corresponding models. The second part deals with one very useful theory, called duality, which enables us to: (1) gain algorithmic insights; and (2) obtain an approximate solution to non-convex optimization problems which are often difficult to solve. The last part focuses on modern applications in machine learning and deep learning. A defining feature of this book is that it succinctly relates the "story" of how convex optimization plays a role, via historical examples and trending machine learning applications. Another key feature is that it includes programming implementation of a variety of machine learning algorithms inspired by optimization fundamentals, together with a brief tutorial of the used programming tools. The implementation is based on Python, CVXPY, and TensorFlow. This book does not follow a traditional textbook-style organization, but is streamlined via a series of lecture notes that are intimately related, centered around coherent themes and concepts. It serves as a textbook mainly for a senior-level undergraduate course, yet is also suitable for a first-year graduate course. Readers benefit from having a good background in linear algebra, some exposure to probability, and basic familiarity with Python Creative Commons https://creativecommons.org/licenses/by-nc/4.0 cc English Optimization https://directory.doabooks.org/handle/20.500.12854/95746 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4258532754 00 5:LIZFREI --%%-- --%%-- --%%-- k 01-02-23 20 01 0084 4259682482 OLR-DOAB z 01-02-23 22 01 0018 4258859125 OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 01-02-23 23 01 0830 4259344986 olr-doab f z 01-02-23 24 01 0008 4260330764 OLR-doab z 01-02-23 30 01 0104 4259843648 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 01-02-23 31 01 0027 4259019686 OLR-DOAB z 01-02-23 39 01 0547 4260006185 OLR-ZDB-94-OAB ke 01-02-23 40 01 0007 4258698555 OLR-DOAB xsn 01-02-23 60 01 0705 4276336228 OPENAccess Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung z 24-02-23 63 01 3401 4261016273 E-Books LF GBV-DOAB z 01-02-23 65 01 0003 4261210207 OLR-DOAB Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden! z 01-02-23 70 01 0089 425918024X OLR-DOAB-OA DOAB Directory of Open Access Books z 01-02-23 72 01 0035 4256311165 OLR-ZDB-94-OAB DOAB Directory of Open Access Books z 31-01-23 90 01 3090 4260168002 OLR-HILoapen z 01-02-23 91 01 3091 4256647562 OLR-DOAB DOAB Directory of Open Access Books z 01-02-23 92 01 0033 4258211478 OLR-Open Access DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich. z 01-02-23 95 01 3095 4342601591 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 23-06-23 105 01 0841 4261561794 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-02-23 110 01 3110 4260494635 OLR-DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. 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Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-02-23 285 01 0517 4260848178 OLR-DOAB z 01-02-23 293 01 3293 4255972656 OLR-DOAB DOAB Directory of Open Access Books z 31-01-23 370 01 4370 4256984488 OLR-FREE Kostenloser Zugriff z 01-02-23 635 01 3635 4510329687 OLR-DOAB Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. 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9781638280538 978-1-63828-053-8 9781638280521 978-1-63828-052-1 20.500.12854/95746 hdl (DE-627)1832218643 (DE-599)KEP083973214 (OCoLC)1366497208 (DOAB)95746 (EBP)083973214 DE-627 ger DE-627 rda und PBU bicssc Suh, Changho verfasserin aut Convex Optimization for Machine Learning [Erscheinungsort nicht ermittelbar] Now Publishers 2022 1 Online-Ressource (379 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier NowOpen Open Access Unrestricted online access star This book covers an introduction to convex optimization, one of the powerful and tractable optimization problems that can be efficiently solved on a computer. The goal of the book is to help develop a sense of what convex optimization is, and how it can be used in a widening array of practical contexts with a particular emphasis on machine learning. The first part of the book covers core concepts of convex sets, convex functions, and related basic definitions that serve understanding convex optimization and its corresponding models. The second part deals with one very useful theory, called duality, which enables us to: (1) gain algorithmic insights; and (2) obtain an approximate solution to non-convex optimization problems which are often difficult to solve. The last part focuses on modern applications in machine learning and deep learning. A defining feature of this book is that it succinctly relates the "story" of how convex optimization plays a role, via historical examples and trending machine learning applications. Another key feature is that it includes programming implementation of a variety of machine learning algorithms inspired by optimization fundamentals, together with a brief tutorial of the used programming tools. The implementation is based on Python, CVXPY, and TensorFlow. This book does not follow a traditional textbook-style organization, but is streamlined via a series of lecture notes that are intimately related, centered around coherent themes and concepts. It serves as a textbook mainly for a senior-level undergraduate course, yet is also suitable for a first-year graduate course. Readers benefit from having a good background in linear algebra, some exposure to probability, and basic familiarity with Python Creative Commons https://creativecommons.org/licenses/by-nc/4.0 cc English Optimization https://directory.doabooks.org/handle/20.500.12854/95746 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4258532754 00 5:LIZFREI --%%-- --%%-- --%%-- k 01-02-23 20 01 0084 4259682482 OLR-DOAB z 01-02-23 22 01 0018 4258859125 OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 01-02-23 23 01 0830 4259344986 olr-doab f z 01-02-23 24 01 0008 4260330764 OLR-doab z 01-02-23 30 01 0104 4259843648 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 01-02-23 31 01 0027 4259019686 OLR-DOAB z 01-02-23 39 01 0547 4260006185 OLR-ZDB-94-OAB ke 01-02-23 40 01 0007 4258698555 OLR-DOAB xsn 01-02-23 60 01 0705 4276336228 OPENAccess Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung z 24-02-23 63 01 3401 4261016273 E-Books LF GBV-DOAB z 01-02-23 65 01 0003 4261210207 OLR-DOAB Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden! z 01-02-23 70 01 0089 425918024X OLR-DOAB-OA DOAB Directory of Open Access Books z 01-02-23 72 01 0035 4256311165 OLR-ZDB-94-OAB DOAB Directory of Open Access Books z 31-01-23 90 01 3090 4260168002 OLR-HILoapen z 01-02-23 91 01 3091 4256647562 OLR-DOAB DOAB Directory of Open Access Books z 01-02-23 92 01 0033 4258211478 OLR-Open Access DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich. z 01-02-23 95 01 3095 4342601591 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 23-06-23 105 01 0841 4261561794 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-02-23 110 01 3110 4260494635 OLR-DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Open Access z 01-02-23 130 01 0700 4260682997 OLR-DOAB z 01-02-23 131 01 3131 4466728569 OLR-OA-DOAB Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers. z 23-01-24 132 01 0959 425613428X OLR-OAB Open Access x 31-01-23 136 01 3526 4257908742 OLR-DOAB z 01-02-23 147 01 3528 4261389207 OLR-DOAB frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-02-23 161 01 0960 4255715424 OLR-DOAB DOAB Directory of Open Access Books z 31-01-23 213 01 0551 4257339144 OLR-DOAB DOAB Directory of Open Access Books z 01-02-23 230 01 0552 4257609451 OLR-DOAB DOAB Directory of Open Access Books z 01-02-23 283 01 3283 4258372188 Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-02-23 285 01 0517 4260848178 OLR-DOAB z 01-02-23 293 01 3293 4255972656 OLR-DOAB DOAB Directory of Open Access Books z 31-01-23 370 01 4370 4256984488 OLR-FREE Kostenloser Zugriff z 01-02-23 635 01 3635 4510329687 OLR-DOAB Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 11-04-24 808 01 4808 4259521454 OLR-DOAB DOAB Directory of Open Access Books zg 01-02-23 2011 01 DE-16 4254602219 00 --%%-- --%%-- --%%-- --%%-- l01 29-01-23 2014 01 DE-90 4254902395 00 --%%-- --%%-- --%%-- --%%-- l01 30-01-23 2018 01 DE-31 4254602227 00 --%%-- --%%-- --%%-- n Der Zugriff ist kostenfrei möglich. l01 29-01-23 2034 01 DE-Rt2 4254602235 00 --%%-- eBook n n frei zugänglich l01 29-01-23 2037 01 DE-747 4343440885 00 --%%-- eBook OAPEN Foundation OpenAccess --%%-- n Im Internet frei verfügbar l01 26-06-23 2050 01 DE-Zi4 4254902409 00 --%%-- --%%-- --%%-- n Elektronischer Volltext - Open Access l01 30-01-23 2108 01 DE-991 4254602243 00 --%%-- eBook DOAB --%%-- n Elektronischer Volltext - Campuslizenz l01 29-01-23 2403 01 DE-LFER 4254902417 00 --%%-- --%%-- n --%%-- l01 30-01-23 20 01 0084 https://directory.doabooks.org/handle/20.500.12854/95746 22 01 0018 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/95746 23 01 0830 https://directory.doabooks.org/handle/20.500.12854/95746 24 01 0008 https://directory.doabooks.org/handle/20.500.12854/95746 30 01 0104 https://directory.doabooks.org/handle/20.500.12854/95746 31 01 0027 https://directory.doabooks.org/handle/20.500.12854/95746 40 01 0007 Volltext, Open Access https://directory.doabooks.org/handle/20.500.12854/95746 60 01 0705 https://directory.doabooks.org/handle/20.500.12854/95746 63 01 3401 E-Book https://directory.doabooks.org/handle/20.500.12854/95746 65 01 0003 Open Access https://directory.doabooks.org/handle/20.500.12854/95746 65 01 0003 Dieser Titel ist Teil einer Datenbank http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=11367&bib_id=ulb_hal 70 01 0089 https://directory.doabooks.org/handle/20.500.12854/95746 72 01 0035 https://directory.doabooks.org/handle/20.500.12854/95746 90 01 3090 https://directory.doabooks.org/handle/20.500.12854/95746 91 01 3091 https://directory.doabooks.org/handle/20.500.12854/95746 92 01 0033 https://directory.doabooks.org/handle/20.500.12854/95746 95 01 3095 https://directory.doabooks.org/handle/20.500.12854/95746 105 01 0841 https://directory.doabooks.org/handle/20.500.12854/95746 110 01 3110 Open Access https://directory.doabooks.org/handle/20.500.12854/95746 130 01 0700 Open Access https://directory.doabooks.org/handle/20.500.12854/95746 131 01 3131 https://directory.doabooks.org/handle/20.500.12854/95746 132 01 0959 https://directory.doabooks.org/handle/20.500.12854/95746 136 01 3526 Open Access https://directory.doabooks.org/handle/20.500.12854/95746 147 01 3528 https://directory.doabooks.org/handle/20.500.12854/95746 161 01 0960 https://directory.doabooks.org/handle/20.500.12854/95746 LF 213 01 0551 https://directory.doabooks.org/handle/20.500.12854/95746 230 01 0552 https://directory.doabooks.org/handle/20.500.12854/95746 283 01 3283 https://directory.doabooks.org/handle/20.500.12854/95746 285 01 0517 Open Access https://directory.doabooks.org/handle/20.500.12854/95746 293 01 3293 https://directory.doabooks.org/handle/20.500.12854/95746 LF 370 01 4370 https://directory.doabooks.org/handle/20.500.12854/95746 635 01 3635 https://directory.doabooks.org/handle/20.500.12854/95746 808 01 4808 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/95746 2011 01 DE-16 https://directory.doabooks.org/handle/20.500.12854/95746 2014 01 DE-90 Volltext frei verfügbar https://directory.doabooks.org/handle/20.500.12854/95746 2034 01 DE-Rt2 https://directory.doabooks.org/handle/20.500.12854/95746 2037 01 DE-747 https://directory.doabooks.org/handle/20.500.12854/95746 2050 01 DE-Zi4 https://directory.doabooks.org/handle/20.500.12854/95746 2108 01 DE-991 https://directory.doabooks.org/handle/20.500.12854/95746 2403 01 DE-LFER https://directory.doabooks.org/handle/20.500.12854/95746 31 01 0027 00 E-Book Open Access 132 01 0959 00 EBooks DOAB Open Access 20 01 0084 OLR-DOAB 22 01 0018 OLR-ZDB-94-OAB 23 01 0830 olr-doab 24 01 0008 OLR-doab 24 01 0008 olr-frei 30 01 0104 OLR-OAB 31 01 0027 OLR-DOAB 39 01 0547 OLR-ZDB-94-OAB 39 01 0547 LF 40 01 0007 OLR-DOAB 60 01 0705 OPENAccess 63 01 3401 E-Books LF GBV-DOAB 65 01 0003 OLR-DOAB 70 01 0089 OLR-DOAB-OA 72 01 0035 OLR-ZDB-94-OAB 90 01 3090 OLR-HILoapen 91 01 3091 OLR-DOAB 92 01 0033 OLR-Open Access DOAB 95 01 3095 OLR-OAB 105 01 0841 OLR-OAB 110 01 3110 OLR-DOAB 130 01 0700 OLR-DOAB 131 01 3131 OLR-OA-DOAB 132 01 0959 OLR-OAB 136 01 3526 OLR-DOAB 147 01 3528 OLR-DOAB 161 01 0960 OLR-DOAB 213 01 0551 OLR-DOAB 230 01 0552 OLR-DOAB 285 01 0517 OLR-DOAB 293 01 3293 OLR-DOAB 370 01 4370 OLR-FREE 370 01 4370 olr-ebook ZDB-94-OAB 635 01 3635 OLR-DOAB 808 01 4808 OLR-DOAB |
| allfields_unstemmed |
9781638280538 978-1-63828-053-8 9781638280521 978-1-63828-052-1 20.500.12854/95746 hdl (DE-627)1832218643 (DE-599)KEP083973214 (OCoLC)1366497208 (DOAB)95746 (EBP)083973214 DE-627 ger DE-627 rda und PBU bicssc Suh, Changho verfasserin aut Convex Optimization for Machine Learning [Erscheinungsort nicht ermittelbar] Now Publishers 2022 1 Online-Ressource (379 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier NowOpen Open Access Unrestricted online access star This book covers an introduction to convex optimization, one of the powerful and tractable optimization problems that can be efficiently solved on a computer. The goal of the book is to help develop a sense of what convex optimization is, and how it can be used in a widening array of practical contexts with a particular emphasis on machine learning. The first part of the book covers core concepts of convex sets, convex functions, and related basic definitions that serve understanding convex optimization and its corresponding models. The second part deals with one very useful theory, called duality, which enables us to: (1) gain algorithmic insights; and (2) obtain an approximate solution to non-convex optimization problems which are often difficult to solve. The last part focuses on modern applications in machine learning and deep learning. A defining feature of this book is that it succinctly relates the "story" of how convex optimization plays a role, via historical examples and trending machine learning applications. Another key feature is that it includes programming implementation of a variety of machine learning algorithms inspired by optimization fundamentals, together with a brief tutorial of the used programming tools. The implementation is based on Python, CVXPY, and TensorFlow. This book does not follow a traditional textbook-style organization, but is streamlined via a series of lecture notes that are intimately related, centered around coherent themes and concepts. It serves as a textbook mainly for a senior-level undergraduate course, yet is also suitable for a first-year graduate course. Readers benefit from having a good background in linear algebra, some exposure to probability, and basic familiarity with Python Creative Commons https://creativecommons.org/licenses/by-nc/4.0 cc English Optimization https://directory.doabooks.org/handle/20.500.12854/95746 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4258532754 00 5:LIZFREI --%%-- --%%-- --%%-- k 01-02-23 20 01 0084 4259682482 OLR-DOAB z 01-02-23 22 01 0018 4258859125 OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 01-02-23 23 01 0830 4259344986 olr-doab f z 01-02-23 24 01 0008 4260330764 OLR-doab z 01-02-23 30 01 0104 4259843648 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 01-02-23 31 01 0027 4259019686 OLR-DOAB z 01-02-23 39 01 0547 4260006185 OLR-ZDB-94-OAB ke 01-02-23 40 01 0007 4258698555 OLR-DOAB xsn 01-02-23 60 01 0705 4276336228 OPENAccess Vervielfältigungen (z.B. 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| allfieldsGer |
9781638280538 978-1-63828-053-8 9781638280521 978-1-63828-052-1 20.500.12854/95746 hdl (DE-627)1832218643 (DE-599)KEP083973214 (OCoLC)1366497208 (DOAB)95746 (EBP)083973214 DE-627 ger DE-627 rda und PBU bicssc Suh, Changho verfasserin aut Convex Optimization for Machine Learning [Erscheinungsort nicht ermittelbar] Now Publishers 2022 1 Online-Ressource (379 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier NowOpen Open Access Unrestricted online access star This book covers an introduction to convex optimization, one of the powerful and tractable optimization problems that can be efficiently solved on a computer. The goal of the book is to help develop a sense of what convex optimization is, and how it can be used in a widening array of practical contexts with a particular emphasis on machine learning. The first part of the book covers core concepts of convex sets, convex functions, and related basic definitions that serve understanding convex optimization and its corresponding models. The second part deals with one very useful theory, called duality, which enables us to: (1) gain algorithmic insights; and (2) obtain an approximate solution to non-convex optimization problems which are often difficult to solve. The last part focuses on modern applications in machine learning and deep learning. A defining feature of this book is that it succinctly relates the "story" of how convex optimization plays a role, via historical examples and trending machine learning applications. Another key feature is that it includes programming implementation of a variety of machine learning algorithms inspired by optimization fundamentals, together with a brief tutorial of the used programming tools. The implementation is based on Python, CVXPY, and TensorFlow. This book does not follow a traditional textbook-style organization, but is streamlined via a series of lecture notes that are intimately related, centered around coherent themes and concepts. It serves as a textbook mainly for a senior-level undergraduate course, yet is also suitable for a first-year graduate course. Readers benefit from having a good background in linear algebra, some exposure to probability, and basic familiarity with Python Creative Commons https://creativecommons.org/licenses/by-nc/4.0 cc English Optimization https://directory.doabooks.org/handle/20.500.12854/95746 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4258532754 00 5:LIZFREI --%%-- --%%-- --%%-- k 01-02-23 20 01 0084 4259682482 OLR-DOAB z 01-02-23 22 01 0018 4258859125 OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 01-02-23 23 01 0830 4259344986 olr-doab f z 01-02-23 24 01 0008 4260330764 OLR-doab z 01-02-23 30 01 0104 4259843648 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 01-02-23 31 01 0027 4259019686 OLR-DOAB z 01-02-23 39 01 0547 4260006185 OLR-ZDB-94-OAB ke 01-02-23 40 01 0007 4258698555 OLR-DOAB xsn 01-02-23 60 01 0705 4276336228 OPENAccess Vervielfältigungen (z.B. 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Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich. z 01-02-23 95 01 3095 4342601591 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 23-06-23 105 01 0841 4261561794 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-02-23 110 01 3110 4260494635 OLR-DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Open Access z 01-02-23 130 01 0700 4260682997 OLR-DOAB z 01-02-23 131 01 3131 4466728569 OLR-OA-DOAB Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers. z 23-01-24 132 01 0959 425613428X OLR-OAB Open Access x 31-01-23 136 01 3526 4257908742 OLR-DOAB z 01-02-23 147 01 3528 4261389207 OLR-DOAB frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-02-23 161 01 0960 4255715424 OLR-DOAB DOAB Directory of Open Access Books z 31-01-23 213 01 0551 4257339144 OLR-DOAB DOAB Directory of Open Access Books z 01-02-23 230 01 0552 4257609451 OLR-DOAB DOAB Directory of Open Access Books z 01-02-23 283 01 3283 4258372188 Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-02-23 285 01 0517 4260848178 OLR-DOAB z 01-02-23 293 01 3293 4255972656 OLR-DOAB DOAB Directory of Open Access Books z 31-01-23 370 01 4370 4256984488 OLR-FREE Kostenloser Zugriff z 01-02-23 635 01 3635 4510329687 OLR-DOAB Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 11-04-24 808 01 4808 4259521454 OLR-DOAB DOAB Directory of Open Access Books zg 01-02-23 2011 01 DE-16 4254602219 00 --%%-- --%%-- --%%-- --%%-- l01 29-01-23 2014 01 DE-90 4254902395 00 --%%-- --%%-- --%%-- --%%-- l01 30-01-23 2018 01 DE-31 4254602227 00 --%%-- --%%-- --%%-- n Der Zugriff ist kostenfrei möglich. l01 29-01-23 2034 01 DE-Rt2 4254602235 00 --%%-- eBook n n frei zugänglich l01 29-01-23 2037 01 DE-747 4343440885 00 --%%-- eBook OAPEN Foundation OpenAccess --%%-- n Im Internet frei verfügbar l01 26-06-23 2050 01 DE-Zi4 4254902409 00 --%%-- --%%-- --%%-- n Elektronischer Volltext - Open Access l01 30-01-23 2108 01 DE-991 4254602243 00 --%%-- eBook DOAB --%%-- n Elektronischer Volltext - Campuslizenz l01 29-01-23 2403 01 DE-LFER 4254902417 00 --%%-- --%%-- n --%%-- l01 30-01-23 20 01 0084 https://directory.doabooks.org/handle/20.500.12854/95746 22 01 0018 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/95746 23 01 0830 https://directory.doabooks.org/handle/20.500.12854/95746 24 01 0008 https://directory.doabooks.org/handle/20.500.12854/95746 30 01 0104 https://directory.doabooks.org/handle/20.500.12854/95746 31 01 0027 https://directory.doabooks.org/handle/20.500.12854/95746 40 01 0007 Volltext, Open Access https://directory.doabooks.org/handle/20.500.12854/95746 60 01 0705 https://directory.doabooks.org/handle/20.500.12854/95746 63 01 3401 E-Book https://directory.doabooks.org/handle/20.500.12854/95746 65 01 0003 Open Access https://directory.doabooks.org/handle/20.500.12854/95746 65 01 0003 Dieser Titel ist Teil einer Datenbank http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=11367&bib_id=ulb_hal 70 01 0089 https://directory.doabooks.org/handle/20.500.12854/95746 72 01 0035 https://directory.doabooks.org/handle/20.500.12854/95746 90 01 3090 https://directory.doabooks.org/handle/20.500.12854/95746 91 01 3091 https://directory.doabooks.org/handle/20.500.12854/95746 92 01 0033 https://directory.doabooks.org/handle/20.500.12854/95746 95 01 3095 https://directory.doabooks.org/handle/20.500.12854/95746 105 01 0841 https://directory.doabooks.org/handle/20.500.12854/95746 110 01 3110 Open Access https://directory.doabooks.org/handle/20.500.12854/95746 130 01 0700 Open Access https://directory.doabooks.org/handle/20.500.12854/95746 131 01 3131 https://directory.doabooks.org/handle/20.500.12854/95746 132 01 0959 https://directory.doabooks.org/handle/20.500.12854/95746 136 01 3526 Open Access https://directory.doabooks.org/handle/20.500.12854/95746 147 01 3528 https://directory.doabooks.org/handle/20.500.12854/95746 161 01 0960 https://directory.doabooks.org/handle/20.500.12854/95746 LF 213 01 0551 https://directory.doabooks.org/handle/20.500.12854/95746 230 01 0552 https://directory.doabooks.org/handle/20.500.12854/95746 283 01 3283 https://directory.doabooks.org/handle/20.500.12854/95746 285 01 0517 Open Access https://directory.doabooks.org/handle/20.500.12854/95746 293 01 3293 https://directory.doabooks.org/handle/20.500.12854/95746 LF 370 01 4370 https://directory.doabooks.org/handle/20.500.12854/95746 635 01 3635 https://directory.doabooks.org/handle/20.500.12854/95746 808 01 4808 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/95746 2011 01 DE-16 https://directory.doabooks.org/handle/20.500.12854/95746 2014 01 DE-90 Volltext frei verfügbar https://directory.doabooks.org/handle/20.500.12854/95746 2034 01 DE-Rt2 https://directory.doabooks.org/handle/20.500.12854/95746 2037 01 DE-747 https://directory.doabooks.org/handle/20.500.12854/95746 2050 01 DE-Zi4 https://directory.doabooks.org/handle/20.500.12854/95746 2108 01 DE-991 https://directory.doabooks.org/handle/20.500.12854/95746 2403 01 DE-LFER https://directory.doabooks.org/handle/20.500.12854/95746 31 01 0027 00 E-Book Open Access 132 01 0959 00 EBooks DOAB Open Access 20 01 0084 OLR-DOAB 22 01 0018 OLR-ZDB-94-OAB 23 01 0830 olr-doab 24 01 0008 OLR-doab 24 01 0008 olr-frei 30 01 0104 OLR-OAB 31 01 0027 OLR-DOAB 39 01 0547 OLR-ZDB-94-OAB 39 01 0547 LF 40 01 0007 OLR-DOAB 60 01 0705 OPENAccess 63 01 3401 E-Books LF GBV-DOAB 65 01 0003 OLR-DOAB 70 01 0089 OLR-DOAB-OA 72 01 0035 OLR-ZDB-94-OAB 90 01 3090 OLR-HILoapen 91 01 3091 OLR-DOAB 92 01 0033 OLR-Open Access DOAB 95 01 3095 OLR-OAB 105 01 0841 OLR-OAB 110 01 3110 OLR-DOAB 130 01 0700 OLR-DOAB 131 01 3131 OLR-OA-DOAB 132 01 0959 OLR-OAB 136 01 3526 OLR-DOAB 147 01 3528 OLR-DOAB 161 01 0960 OLR-DOAB 213 01 0551 OLR-DOAB 230 01 0552 OLR-DOAB 285 01 0517 OLR-DOAB 293 01 3293 OLR-DOAB 370 01 4370 OLR-FREE 370 01 4370 olr-ebook ZDB-94-OAB 635 01 3635 OLR-DOAB 808 01 4808 OLR-DOAB |
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9781638280538 978-1-63828-053-8 9781638280521 978-1-63828-052-1 20.500.12854/95746 hdl (DE-627)1832218643 (DE-599)KEP083973214 (OCoLC)1366497208 (DOAB)95746 (EBP)083973214 DE-627 ger DE-627 rda und PBU bicssc Suh, Changho verfasserin aut Convex Optimization for Machine Learning [Erscheinungsort nicht ermittelbar] Now Publishers 2022 1 Online-Ressource (379 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier NowOpen Open Access Unrestricted online access star This book covers an introduction to convex optimization, one of the powerful and tractable optimization problems that can be efficiently solved on a computer. The goal of the book is to help develop a sense of what convex optimization is, and how it can be used in a widening array of practical contexts with a particular emphasis on machine learning. The first part of the book covers core concepts of convex sets, convex functions, and related basic definitions that serve understanding convex optimization and its corresponding models. The second part deals with one very useful theory, called duality, which enables us to: (1) gain algorithmic insights; and (2) obtain an approximate solution to non-convex optimization problems which are often difficult to solve. The last part focuses on modern applications in machine learning and deep learning. A defining feature of this book is that it succinctly relates the "story" of how convex optimization plays a role, via historical examples and trending machine learning applications. Another key feature is that it includes programming implementation of a variety of machine learning algorithms inspired by optimization fundamentals, together with a brief tutorial of the used programming tools. The implementation is based on Python, CVXPY, and TensorFlow. This book does not follow a traditional textbook-style organization, but is streamlined via a series of lecture notes that are intimately related, centered around coherent themes and concepts. It serves as a textbook mainly for a senior-level undergraduate course, yet is also suitable for a first-year graduate course. Readers benefit from having a good background in linear algebra, some exposure to probability, and basic familiarity with Python Creative Commons https://creativecommons.org/licenses/by-nc/4.0 cc English Optimization https://directory.doabooks.org/handle/20.500.12854/95746 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4258532754 00 5:LIZFREI --%%-- --%%-- --%%-- k 01-02-23 20 01 0084 4259682482 OLR-DOAB z 01-02-23 22 01 0018 4258859125 OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 01-02-23 23 01 0830 4259344986 olr-doab f z 01-02-23 24 01 0008 4260330764 OLR-doab z 01-02-23 30 01 0104 4259843648 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 01-02-23 31 01 0027 4259019686 OLR-DOAB z 01-02-23 39 01 0547 4260006185 OLR-ZDB-94-OAB ke 01-02-23 40 01 0007 4258698555 OLR-DOAB xsn 01-02-23 60 01 0705 4276336228 OPENAccess Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung z 24-02-23 63 01 3401 4261016273 E-Books LF GBV-DOAB z 01-02-23 65 01 0003 4261210207 OLR-DOAB Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden! z 01-02-23 70 01 0089 425918024X OLR-DOAB-OA DOAB Directory of Open Access Books z 01-02-23 72 01 0035 4256311165 OLR-ZDB-94-OAB DOAB Directory of Open Access Books z 31-01-23 90 01 3090 4260168002 OLR-HILoapen z 01-02-23 91 01 3091 4256647562 OLR-DOAB DOAB Directory of Open Access Books z 01-02-23 92 01 0033 4258211478 OLR-Open Access DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich. z 01-02-23 95 01 3095 4342601591 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 23-06-23 105 01 0841 4261561794 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-02-23 110 01 3110 4260494635 OLR-DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. 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code="1">01</subfield><subfield code="x">0830</subfield><subfield code="b">4259344986</subfield><subfield code="h">olr-doab</subfield><subfield code="u">f</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">24</subfield><subfield code="1">01</subfield><subfield code="x">0008</subfield><subfield code="b">4260330764</subfield><subfield code="h">OLR-doab</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">30</subfield><subfield code="1">01</subfield><subfield code="x">0104</subfield><subfield code="b">4259843648</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Open Access, Directory of Open Access Books (DOAB)</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">31</subfield><subfield code="1">01</subfield><subfield code="x">0027</subfield><subfield code="b">4259019686</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">39</subfield><subfield code="1">01</subfield><subfield code="x">0547</subfield><subfield code="b">4260006185</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="y">ke</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">40</subfield><subfield code="1">01</subfield><subfield code="x">0007</subfield><subfield code="b">4258698555</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">xsn</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">60</subfield><subfield code="1">01</subfield><subfield code="x">0705</subfield><subfield code="b">4276336228</subfield><subfield code="h">OPENAccess</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots.</subfield><subfield code="k">Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung</subfield><subfield code="y">z</subfield><subfield code="z">24-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">63</subfield><subfield code="1">01</subfield><subfield code="x">3401</subfield><subfield code="b">4261016273</subfield><subfield code="h">E-Books LF GBV-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">65</subfield><subfield code="1">01</subfield><subfield code="x">0003</subfield><subfield code="b">4261210207</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden!</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">70</subfield><subfield code="1">01</subfield><subfield code="x">0089</subfield><subfield code="b">425918024X</subfield><subfield code="h">OLR-DOAB-OA</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">72</subfield><subfield code="1">01</subfield><subfield code="x">0035</subfield><subfield code="b">4256311165</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">90</subfield><subfield code="1">01</subfield><subfield code="x">3090</subfield><subfield code="b">4260168002</subfield><subfield code="h">OLR-HILoapen</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">91</subfield><subfield code="1">01</subfield><subfield code="x">3091</subfield><subfield code="b">4256647562</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">92</subfield><subfield code="1">01</subfield><subfield code="x">0033</subfield><subfield code="b">4258211478</subfield><subfield code="h">OLR-Open Access DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">95</subfield><subfield code="1">01</subfield><subfield code="x">3095</subfield><subfield code="b">4342601591</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">23-06-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">105</subfield><subfield code="1">01</subfield><subfield code="x">0841</subfield><subfield code="b">4261561794</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">110</subfield><subfield code="1">01</subfield><subfield code="x">3110</subfield><subfield code="b">4260494635</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="k">Open Access</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">130</subfield><subfield code="1">01</subfield><subfield code="x">0700</subfield><subfield code="b">4260682997</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">131</subfield><subfield code="1">01</subfield><subfield code="x">3131</subfield><subfield code="b">4466728569</subfield><subfield code="h">OLR-OA-DOAB</subfield><subfield code="k">Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers.</subfield><subfield code="y">z</subfield><subfield code="z">23-01-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">132</subfield><subfield code="1">01</subfield><subfield code="x">0959</subfield><subfield code="b">425613428X</subfield><subfield code="h">OLR-OAB</subfield><subfield code="u">Open Access</subfield><subfield code="y">x</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">136</subfield><subfield code="1">01</subfield><subfield code="x">3526</subfield><subfield code="b">4257908742</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">147</subfield><subfield code="1">01</subfield><subfield code="x">3528</subfield><subfield code="b">4261389207</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">161</subfield><subfield code="1">01</subfield><subfield code="x">0960</subfield><subfield code="b">4255715424</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">213</subfield><subfield code="1">01</subfield><subfield code="x">0551</subfield><subfield code="b">4257339144</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">230</subfield><subfield code="1">01</subfield><subfield code="x">0552</subfield><subfield code="b">4257609451</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">283</subfield><subfield code="1">01</subfield><subfield code="x">3283</subfield><subfield code="b">4258372188</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">285</subfield><subfield code="1">01</subfield><subfield code="x">0517</subfield><subfield code="b">4260848178</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">293</subfield><subfield code="1">01</subfield><subfield code="x">3293</subfield><subfield code="b">4255972656</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">370</subfield><subfield code="1">01</subfield><subfield code="x">4370</subfield><subfield code="b">4256984488</subfield><subfield code="h">OLR-FREE</subfield><subfield code="k">Kostenloser Zugriff</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">635</subfield><subfield code="1">01</subfield><subfield code="x">3635</subfield><subfield code="b">4510329687</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">11-04-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">808</subfield><subfield code="1">01</subfield><subfield code="x">4808</subfield><subfield code="b">4259521454</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">zg</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2011</subfield><subfield code="1">01</subfield><subfield code="x">DE-16</subfield><subfield code="b">4254602219</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2014</subfield><subfield code="1">01</subfield><subfield code="x">DE-90</subfield><subfield code="b">4254902395</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">30-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2018</subfield><subfield code="1">01</subfield><subfield code="x">DE-31</subfield><subfield code="b">4254602227</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Der Zugriff ist kostenfrei möglich.</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2034</subfield><subfield code="1">01</subfield><subfield code="x">DE-Rt2</subfield><subfield code="b">4254602235</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook</subfield><subfield code="e">n</subfield><subfield code="j">n</subfield><subfield code="k">frei zugänglich</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2037</subfield><subfield code="1">01</subfield><subfield code="x">DE-747</subfield><subfield code="b">4343440885</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook OAPEN Foundation OpenAccess</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Im Internet frei verfügbar</subfield><subfield code="y">l01</subfield><subfield code="z">26-06-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2050</subfield><subfield code="1">01</subfield><subfield code="x">DE-Zi4</subfield><subfield code="b">4254902409</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Open Access</subfield><subfield code="y">l01</subfield><subfield code="z">30-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2108</subfield><subfield code="1">01</subfield><subfield code="x">DE-991</subfield><subfield code="b">4254602243</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook DOAB</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Campuslizenz</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2403</subfield><subfield code="1">01</subfield><subfield code="x">DE-LFER</subfield><subfield code="b">4254902417</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">n</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">30-01-23</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">20</subfield><subfield code="1">01</subfield><subfield code="x">0084</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">22</subfield><subfield code="1">01</subfield><subfield code="x">0018</subfield><subfield code="y">Volltextzugang</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">23</subfield><subfield code="1">01</subfield><subfield code="x">0830</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">24</subfield><subfield code="1">01</subfield><subfield code="x">0008</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">30</subfield><subfield code="1">01</subfield><subfield code="x">0104</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">31</subfield><subfield code="1">01</subfield><subfield code="x">0027</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">40</subfield><subfield code="1">01</subfield><subfield code="x">0007</subfield><subfield code="y">Volltext, Open Access</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">60</subfield><subfield code="1">01</subfield><subfield code="x">0705</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">63</subfield><subfield code="1">01</subfield><subfield code="x">3401</subfield><subfield code="y">E-Book</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">65</subfield><subfield code="1">01</subfield><subfield code="x">0003</subfield><subfield code="y">Open Access</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" 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convex optimization for machine learning |
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Convex Optimization for Machine Learning |
| abstract |
This book covers an introduction to convex optimization, one of the powerful and tractable optimization problems that can be efficiently solved on a computer. The goal of the book is to help develop a sense of what convex optimization is, and how it can be used in a widening array of practical contexts with a particular emphasis on machine learning. The first part of the book covers core concepts of convex sets, convex functions, and related basic definitions that serve understanding convex optimization and its corresponding models. The second part deals with one very useful theory, called duality, which enables us to: (1) gain algorithmic insights; and (2) obtain an approximate solution to non-convex optimization problems which are often difficult to solve. The last part focuses on modern applications in machine learning and deep learning. A defining feature of this book is that it succinctly relates the "story" of how convex optimization plays a role, via historical examples and trending machine learning applications. Another key feature is that it includes programming implementation of a variety of machine learning algorithms inspired by optimization fundamentals, together with a brief tutorial of the used programming tools. The implementation is based on Python, CVXPY, and TensorFlow. This book does not follow a traditional textbook-style organization, but is streamlined via a series of lecture notes that are intimately related, centered around coherent themes and concepts. It serves as a textbook mainly for a senior-level undergraduate course, yet is also suitable for a first-year graduate course. Readers benefit from having a good background in linear algebra, some exposure to probability, and basic familiarity with Python |
| abstractGer |
This book covers an introduction to convex optimization, one of the powerful and tractable optimization problems that can be efficiently solved on a computer. The goal of the book is to help develop a sense of what convex optimization is, and how it can be used in a widening array of practical contexts with a particular emphasis on machine learning. The first part of the book covers core concepts of convex sets, convex functions, and related basic definitions that serve understanding convex optimization and its corresponding models. The second part deals with one very useful theory, called duality, which enables us to: (1) gain algorithmic insights; and (2) obtain an approximate solution to non-convex optimization problems which are often difficult to solve. The last part focuses on modern applications in machine learning and deep learning. A defining feature of this book is that it succinctly relates the "story" of how convex optimization plays a role, via historical examples and trending machine learning applications. Another key feature is that it includes programming implementation of a variety of machine learning algorithms inspired by optimization fundamentals, together with a brief tutorial of the used programming tools. The implementation is based on Python, CVXPY, and TensorFlow. This book does not follow a traditional textbook-style organization, but is streamlined via a series of lecture notes that are intimately related, centered around coherent themes and concepts. It serves as a textbook mainly for a senior-level undergraduate course, yet is also suitable for a first-year graduate course. Readers benefit from having a good background in linear algebra, some exposure to probability, and basic familiarity with Python |
| abstract_unstemmed |
This book covers an introduction to convex optimization, one of the powerful and tractable optimization problems that can be efficiently solved on a computer. The goal of the book is to help develop a sense of what convex optimization is, and how it can be used in a widening array of practical contexts with a particular emphasis on machine learning. The first part of the book covers core concepts of convex sets, convex functions, and related basic definitions that serve understanding convex optimization and its corresponding models. The second part deals with one very useful theory, called duality, which enables us to: (1) gain algorithmic insights; and (2) obtain an approximate solution to non-convex optimization problems which are often difficult to solve. The last part focuses on modern applications in machine learning and deep learning. A defining feature of this book is that it succinctly relates the "story" of how convex optimization plays a role, via historical examples and trending machine learning applications. Another key feature is that it includes programming implementation of a variety of machine learning algorithms inspired by optimization fundamentals, together with a brief tutorial of the used programming tools. The implementation is based on Python, CVXPY, and TensorFlow. This book does not follow a traditional textbook-style organization, but is streamlined via a series of lecture notes that are intimately related, centered around coherent themes and concepts. It serves as a textbook mainly for a senior-level undergraduate course, yet is also suitable for a first-year graduate course. Readers benefit from having a good background in linear algebra, some exposure to probability, and basic familiarity with Python |
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| title_short |
Convex Optimization for Machine Learning |
| url |
https://directory.doabooks.org/handle/20.500.12854/95746 |
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Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots.</subfield><subfield code="k">Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung</subfield><subfield code="y">z</subfield><subfield code="z">24-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">63</subfield><subfield code="1">01</subfield><subfield code="x">3401</subfield><subfield code="b">4261016273</subfield><subfield code="h">E-Books LF GBV-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">65</subfield><subfield code="1">01</subfield><subfield code="x">0003</subfield><subfield code="b">4261210207</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden!</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">70</subfield><subfield code="1">01</subfield><subfield code="x">0089</subfield><subfield code="b">425918024X</subfield><subfield code="h">OLR-DOAB-OA</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">72</subfield><subfield code="1">01</subfield><subfield code="x">0035</subfield><subfield code="b">4256311165</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">90</subfield><subfield code="1">01</subfield><subfield code="x">3090</subfield><subfield code="b">4260168002</subfield><subfield code="h">OLR-HILoapen</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">91</subfield><subfield code="1">01</subfield><subfield code="x">3091</subfield><subfield code="b">4256647562</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">92</subfield><subfield code="1">01</subfield><subfield code="x">0033</subfield><subfield code="b">4258211478</subfield><subfield code="h">OLR-Open Access DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">95</subfield><subfield code="1">01</subfield><subfield code="x">3095</subfield><subfield code="b">4342601591</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">23-06-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">105</subfield><subfield code="1">01</subfield><subfield code="x">0841</subfield><subfield code="b">4261561794</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">110</subfield><subfield code="1">01</subfield><subfield code="x">3110</subfield><subfield code="b">4260494635</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="k">Open Access</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">130</subfield><subfield code="1">01</subfield><subfield code="x">0700</subfield><subfield code="b">4260682997</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">131</subfield><subfield code="1">01</subfield><subfield code="x">3131</subfield><subfield code="b">4466728569</subfield><subfield code="h">OLR-OA-DOAB</subfield><subfield code="k">Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers.</subfield><subfield code="y">z</subfield><subfield code="z">23-01-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">132</subfield><subfield code="1">01</subfield><subfield code="x">0959</subfield><subfield code="b">425613428X</subfield><subfield code="h">OLR-OAB</subfield><subfield code="u">Open Access</subfield><subfield code="y">x</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">136</subfield><subfield code="1">01</subfield><subfield code="x">3526</subfield><subfield code="b">4257908742</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">147</subfield><subfield code="1">01</subfield><subfield code="x">3528</subfield><subfield code="b">4261389207</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">161</subfield><subfield code="1">01</subfield><subfield code="x">0960</subfield><subfield code="b">4255715424</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">213</subfield><subfield code="1">01</subfield><subfield code="x">0551</subfield><subfield code="b">4257339144</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">230</subfield><subfield code="1">01</subfield><subfield code="x">0552</subfield><subfield code="b">4257609451</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">283</subfield><subfield code="1">01</subfield><subfield code="x">3283</subfield><subfield code="b">4258372188</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">285</subfield><subfield code="1">01</subfield><subfield code="x">0517</subfield><subfield code="b">4260848178</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">293</subfield><subfield code="1">01</subfield><subfield code="x">3293</subfield><subfield code="b">4255972656</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">370</subfield><subfield code="1">01</subfield><subfield code="x">4370</subfield><subfield code="b">4256984488</subfield><subfield code="h">OLR-FREE</subfield><subfield code="k">Kostenloser Zugriff</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">635</subfield><subfield code="1">01</subfield><subfield code="x">3635</subfield><subfield code="b">4510329687</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">11-04-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">808</subfield><subfield code="1">01</subfield><subfield code="x">4808</subfield><subfield code="b">4259521454</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">zg</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2011</subfield><subfield code="1">01</subfield><subfield code="x">DE-16</subfield><subfield code="b">4254602219</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2014</subfield><subfield code="1">01</subfield><subfield code="x">DE-90</subfield><subfield code="b">4254902395</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">30-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2018</subfield><subfield code="1">01</subfield><subfield code="x">DE-31</subfield><subfield code="b">4254602227</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Der Zugriff ist kostenfrei möglich.</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2034</subfield><subfield code="1">01</subfield><subfield code="x">DE-Rt2</subfield><subfield code="b">4254602235</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook</subfield><subfield code="e">n</subfield><subfield code="j">n</subfield><subfield code="k">frei zugänglich</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2037</subfield><subfield code="1">01</subfield><subfield code="x">DE-747</subfield><subfield code="b">4343440885</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook OAPEN Foundation OpenAccess</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Im Internet frei verfügbar</subfield><subfield code="y">l01</subfield><subfield code="z">26-06-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2050</subfield><subfield code="1">01</subfield><subfield code="x">DE-Zi4</subfield><subfield code="b">4254902409</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Open Access</subfield><subfield code="y">l01</subfield><subfield code="z">30-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2108</subfield><subfield code="1">01</subfield><subfield code="x">DE-991</subfield><subfield code="b">4254602243</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook DOAB</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Campuslizenz</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2403</subfield><subfield code="1">01</subfield><subfield code="x">DE-LFER</subfield><subfield code="b">4254902417</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">n</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">30-01-23</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">20</subfield><subfield code="1">01</subfield><subfield code="x">0084</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">22</subfield><subfield code="1">01</subfield><subfield code="x">0018</subfield><subfield code="y">Volltextzugang</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">23</subfield><subfield code="1">01</subfield><subfield code="x">0830</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">24</subfield><subfield code="1">01</subfield><subfield code="x">0008</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">30</subfield><subfield code="1">01</subfield><subfield code="x">0104</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">31</subfield><subfield code="1">01</subfield><subfield code="x">0027</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">40</subfield><subfield code="1">01</subfield><subfield code="x">0007</subfield><subfield code="y">Volltext, Open Access</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">60</subfield><subfield code="1">01</subfield><subfield code="x">0705</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">63</subfield><subfield code="1">01</subfield><subfield code="x">3401</subfield><subfield code="y">E-Book</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">65</subfield><subfield code="1">01</subfield><subfield code="x">0003</subfield><subfield code="y">Open Access</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">65</subfield><subfield code="1">01</subfield><subfield code="x">0003</subfield><subfield code="y">Dieser Titel ist Teil einer Datenbank</subfield><subfield code="r">http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=11367&bib_id=ulb_hal</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">70</subfield><subfield code="1">01</subfield><subfield code="x">0089</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">72</subfield><subfield code="1">01</subfield><subfield code="x">0035</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">90</subfield><subfield code="1">01</subfield><subfield code="x">3090</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">91</subfield><subfield code="1">01</subfield><subfield code="x">3091</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">92</subfield><subfield code="1">01</subfield><subfield code="x">0033</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">95</subfield><subfield code="1">01</subfield><subfield code="x">3095</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">105</subfield><subfield code="1">01</subfield><subfield code="x">0841</subfield><subfield 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code="x">0959</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">136</subfield><subfield code="1">01</subfield><subfield code="x">3526</subfield><subfield code="y">Open Access</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">147</subfield><subfield code="1">01</subfield><subfield code="x">3528</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">161</subfield><subfield code="1">01</subfield><subfield code="x">0960</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/95746</subfield><subfield code="z">LF</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">213</subfield><subfield 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