Versatile Linkage: a Family of Space-Conserving Strategies for Agglomerative Hierarchical Clustering
Abstract Agglomerative hierarchical clustering can be implemented with several strategies that differ in the way elements of a collection are grouped together to build a hierarchy of clusters. Here we introduce versatile linkage, a new infinite system of agglomerative hierarchical clustering strateg...
Ausführliche Beschreibung
Gespeichert in:
| Autor*in: |
Fernández, Alberto [verfasserIn] |
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| Format: |
Artikel |
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| Sprache: |
Englisch |
| Erschienen: |
2019 |
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| Schlagwörter: |
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| Anmerkung: |
© The Classification Society 2019 |
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| Übergeordnetes Werk: |
Enthalten in: Journal of classification - Springer US, 1984, 37(2019), 3 vom: 16. Juli, Seite 584-597 |
|---|---|
| Übergeordnetes Werk: |
volume:37 ; year:2019 ; number:3 ; day:16 ; month:07 ; pages:584-597 |
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| DOI / URN: |
10.1007/s00357-019-09339-z |
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| 520 | |a Abstract Agglomerative hierarchical clustering can be implemented with several strategies that differ in the way elements of a collection are grouped together to build a hierarchy of clusters. Here we introduce versatile linkage, a new infinite system of agglomerative hierarchical clustering strategies based on generalized means, which go from single linkage to complete linkage, passing through arithmetic average linkage and other clustering methods yet unexplored such as geometric linkage and harmonic linkage. We compare the different clustering strategies in terms of cophenetic correlation, mean absolute error, and also tree balance and space distortion, two new measures proposed to describe hierarchical trees. Unlike the β-flexible clustering system, we show that the versatile linkage family is space-conserving. | ||
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10.1007/s00357-019-09339-z doi (DE-627)OLC2121430261 (DE-He213)s00357-019-09339-z-p DE-627 ger DE-627 rakwb eng 150 510 600 VZ 24,1 ssgn Fernández, Alberto verfasserin (orcid)0000-0002-1241-1646 aut Versatile Linkage: a Family of Space-Conserving Strategies for Agglomerative Hierarchical Clustering 2019 Text txt rdacontent ohne Hilfsmittel zu benutzen n rdamedia Band nc rdacarrier © The Classification Society 2019 Abstract Agglomerative hierarchical clustering can be implemented with several strategies that differ in the way elements of a collection are grouped together to build a hierarchy of clusters. Here we introduce versatile linkage, a new infinite system of agglomerative hierarchical clustering strategies based on generalized means, which go from single linkage to complete linkage, passing through arithmetic average linkage and other clustering methods yet unexplored such as geometric linkage and harmonic linkage. We compare the different clustering strategies in terms of cophenetic correlation, mean absolute error, and also tree balance and space distortion, two new measures proposed to describe hierarchical trees. Unlike the β-flexible clustering system, we show that the versatile linkage family is space-conserving. Hierarchical clustering Versatile linkage Space distortion Tree balance Multidendrogram Gómez, Sergio (orcid)0000-0003-1820-0062 aut Enthalten in Journal of classification Springer US, 1984 37(2019), 3 vom: 16. Juli, Seite 584-597 (DE-627)129337323 (DE-600)142885-8 (DE-576)014642832 0176-4268 nnns volume:37 year:2019 number:3 day:16 month:07 pages:584-597 https://doi.org/10.1007/s00357-019-09339-z lizenzpflichtig Volltext GBV_USEFLAG_A SYSFLAG_A GBV_OLC SSG-OLC-TEC SSG-OLC-PHY SSG-OLC-CHE SSG-OLC-MAT SSG-OLC-BUB SSG-OPC-BBI SSG-OPC-MAT GBV_ILN_70 GBV_ILN_2018 GBV_ILN_4012 AR 37 2019 3 16 07 584-597 |
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10.1007/s00357-019-09339-z doi (DE-627)OLC2121430261 (DE-He213)s00357-019-09339-z-p DE-627 ger DE-627 rakwb eng 150 510 600 VZ 24,1 ssgn Fernández, Alberto verfasserin (orcid)0000-0002-1241-1646 aut Versatile Linkage: a Family of Space-Conserving Strategies for Agglomerative Hierarchical Clustering 2019 Text txt rdacontent ohne Hilfsmittel zu benutzen n rdamedia Band nc rdacarrier © The Classification Society 2019 Abstract Agglomerative hierarchical clustering can be implemented with several strategies that differ in the way elements of a collection are grouped together to build a hierarchy of clusters. Here we introduce versatile linkage, a new infinite system of agglomerative hierarchical clustering strategies based on generalized means, which go from single linkage to complete linkage, passing through arithmetic average linkage and other clustering methods yet unexplored such as geometric linkage and harmonic linkage. We compare the different clustering strategies in terms of cophenetic correlation, mean absolute error, and also tree balance and space distortion, two new measures proposed to describe hierarchical trees. Unlike the β-flexible clustering system, we show that the versatile linkage family is space-conserving. Hierarchical clustering Versatile linkage Space distortion Tree balance Multidendrogram Gómez, Sergio (orcid)0000-0003-1820-0062 aut Enthalten in Journal of classification Springer US, 1984 37(2019), 3 vom: 16. Juli, Seite 584-597 (DE-627)129337323 (DE-600)142885-8 (DE-576)014642832 0176-4268 nnns volume:37 year:2019 number:3 day:16 month:07 pages:584-597 https://doi.org/10.1007/s00357-019-09339-z lizenzpflichtig Volltext GBV_USEFLAG_A SYSFLAG_A GBV_OLC SSG-OLC-TEC SSG-OLC-PHY SSG-OLC-CHE SSG-OLC-MAT SSG-OLC-BUB SSG-OPC-BBI SSG-OPC-MAT GBV_ILN_70 GBV_ILN_2018 GBV_ILN_4012 AR 37 2019 3 16 07 584-597 |
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Abstract Agglomerative hierarchical clustering can be implemented with several strategies that differ in the way elements of a collection are grouped together to build a hierarchy of clusters. Here we introduce versatile linkage, a new infinite system of agglomerative hierarchical clustering strategies based on generalized means, which go from single linkage to complete linkage, passing through arithmetic average linkage and other clustering methods yet unexplored such as geometric linkage and harmonic linkage. We compare the different clustering strategies in terms of cophenetic correlation, mean absolute error, and also tree balance and space distortion, two new measures proposed to describe hierarchical trees. Unlike the β-flexible clustering system, we show that the versatile linkage family is space-conserving. © The Classification Society 2019 |
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Abstract Agglomerative hierarchical clustering can be implemented with several strategies that differ in the way elements of a collection are grouped together to build a hierarchy of clusters. Here we introduce versatile linkage, a new infinite system of agglomerative hierarchical clustering strategies based on generalized means, which go from single linkage to complete linkage, passing through arithmetic average linkage and other clustering methods yet unexplored such as geometric linkage and harmonic linkage. We compare the different clustering strategies in terms of cophenetic correlation, mean absolute error, and also tree balance and space distortion, two new measures proposed to describe hierarchical trees. Unlike the β-flexible clustering system, we show that the versatile linkage family is space-conserving. © The Classification Society 2019 |
| abstract_unstemmed |
Abstract Agglomerative hierarchical clustering can be implemented with several strategies that differ in the way elements of a collection are grouped together to build a hierarchy of clusters. Here we introduce versatile linkage, a new infinite system of agglomerative hierarchical clustering strategies based on generalized means, which go from single linkage to complete linkage, passing through arithmetic average linkage and other clustering methods yet unexplored such as geometric linkage and harmonic linkage. We compare the different clustering strategies in terms of cophenetic correlation, mean absolute error, and also tree balance and space distortion, two new measures proposed to describe hierarchical trees. Unlike the β-flexible clustering system, we show that the versatile linkage family is space-conserving. © The Classification Society 2019 |
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| title_short |
Versatile Linkage: a Family of Space-Conserving Strategies for Agglomerative Hierarchical Clustering |
| url |
https://doi.org/10.1007/s00357-019-09339-z |
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Gómez, Sergio |
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