Search for low mass dark matter in DarkSide-50: the bayesian network approach
Abstract We present a novel approach for the search of dark matter in the DarkSide-50 experiment, relying on Bayesian Networks. This method incorporates the detector response model into the likelihood function, explicitly maintaining the connection with the quantity of interest. No assumptions about...
Ausführliche Beschreibung
Gespeichert in:
| Autor*in: |
P. Agnes [verfasserIn] I. F. M. Albuquerque [verfasserIn] T. Alexander [verfasserIn] A. K. Alton [verfasserIn] M. Ave [verfasserIn] H. O. Back [verfasserIn] G. Batignani [verfasserIn] K. Biery [verfasserIn] V. Bocci [verfasserIn] W. M. Bonivento [verfasserIn] B. Bottino [verfasserIn] S. Bussino [verfasserIn] M. Cadeddu [verfasserIn] M. Cadoni [verfasserIn] F. Calaprice [verfasserIn] A. Caminata [verfasserIn] M. D. Campos [verfasserIn] N. Canci [verfasserIn] M. Caravati [verfasserIn] N. Cargioli [verfasserIn] M. Cariello [verfasserIn] M. Carlini [verfasserIn] V. Cataudella [verfasserIn] P. Cavalcante [verfasserIn] S. Cavuoti [verfasserIn] S. Chashin [verfasserIn] A. Chepurnov [verfasserIn] C. Cicalò [verfasserIn] G. Covone [verfasserIn] D. D’Angelo [verfasserIn] S. Davini [verfasserIn] A. De Candia [verfasserIn] S. De Cecco [verfasserIn] G. De Filippis [verfasserIn] G. De Rosa [verfasserIn] A. V. Derbin [verfasserIn] A. Devoto [verfasserIn] M. D’Incecco [verfasserIn] C. Dionisi [verfasserIn] F. Dordei [verfasserIn] M. Downing [verfasserIn] D. D’Urso [verfasserIn] M. Fairbairn [verfasserIn] G. Fiorillo [verfasserIn] D. Franco [verfasserIn] F. Gabriele [verfasserIn] C. Galbiati [verfasserIn] C. Ghiano [verfasserIn] C. Giganti [verfasserIn] G. K. Giovanetti [verfasserIn] A. M. Goretti [verfasserIn] G. Grilli di Cortona [verfasserIn] A. Grobov [verfasserIn] M. Gromov [verfasserIn] M. Guan [verfasserIn] M. Gulino [verfasserIn] B. R. Hackett [verfasserIn] K. Herner [verfasserIn] T. Hessel [verfasserIn] B. Hosseini [verfasserIn] F. Hubaut [verfasserIn] E. V. Hungerford [verfasserIn] An. Ianni [verfasserIn] V. Ippolito [verfasserIn] K. Keeter [verfasserIn] C. L. Kendziora [verfasserIn] M. Kimura [verfasserIn] I. Kochanek [verfasserIn] D. Korablev [verfasserIn] G. Korga [verfasserIn] A. Kubankin [verfasserIn] M. Kuss [verfasserIn] M. La Commara [verfasserIn] M. Lai [verfasserIn] X. Li [verfasserIn] M. Lissia [verfasserIn] G. Longo [verfasserIn] O. Lychagina [verfasserIn] I. N. Machulin [verfasserIn] L. P. Mapelli [verfasserIn] S. M. Mari [verfasserIn] J. Maricic [verfasserIn] A. Messina [verfasserIn] R. Milincic [verfasserIn] J. Monroe [verfasserIn] M. Morrocchi [verfasserIn] X. Mougeot [verfasserIn] V. N. Muratova [verfasserIn] P. Musico [verfasserIn] A. O. Nozdrina [verfasserIn] A. Oleinik [verfasserIn] F. Ortica [verfasserIn] L. Pagani [verfasserIn] M. Pallavicini [verfasserIn] L. Pandola [verfasserIn] E. Pantic [verfasserIn] E. Paoloni [verfasserIn] K. Pelczar [verfasserIn] N. Pelliccia [verfasserIn] S. Piacentini [verfasserIn] A. Pocar [verfasserIn] D. M. Poehlmann [verfasserIn] S. Pordes [verfasserIn] S. S. Poudel [verfasserIn] P. Pralavorio [verfasserIn] D. D. Price [verfasserIn] F. Ragusa [verfasserIn] M. Razeti [verfasserIn] A. Razeto [verfasserIn] A. L. Renshaw [verfasserIn] M. Rescigno [verfasserIn] J. Rode [verfasserIn] A. Romani [verfasserIn] D. Sablone [verfasserIn] O. Samoylov [verfasserIn] E. Sandford [verfasserIn] W. Sands [verfasserIn] S. Sanfilippo [verfasserIn] C. Savarese [verfasserIn] B. Schlitzer [verfasserIn] D. A. Semenov [verfasserIn] A. Shchagin [verfasserIn] A. Sheshukov [verfasserIn] M. D. Skorokhvatov [verfasserIn] O. Smirnov [verfasserIn] A. Sotnikov [verfasserIn] S. Stracka [verfasserIn] Y. Suvorov [verfasserIn] R. Tartaglia [verfasserIn] G. Testera [verfasserIn] A. Tonazzo [verfasserIn] E. V. Unzhakov [verfasserIn] A. Vishneva [verfasserIn] R. B. Vogelaar [verfasserIn] M. Wada [verfasserIn] H. Wang [verfasserIn] Y. Wang [verfasserIn] S. Westerdale [verfasserIn] M. M. Wojcik [verfasserIn] X. Xiao [verfasserIn] C. Yang [verfasserIn] G. Zuzel [verfasserIn] DarkSide-50 Collaboration [verfasserIn] |
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| Format: |
E-Artikel |
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| Sprache: |
Englisch |
| Erschienen: |
2023 |
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| Übergeordnetes Werk: |
In: European Physical Journal C: Particles and Fields - SpringerOpen, 2017, 83(2023), 4, Seite 21 |
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| Übergeordnetes Werk: |
volume:83 ; year:2023 ; number:4 ; pages:21 |
| Links: |
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| DOI / URN: |
10.1140/epjc/s10052-023-11410-4 |
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| Katalog-ID: |
DOAJ089674979 |
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| 245 | 1 | 0 | |a Search for low mass dark matter in DarkSide-50: the bayesian network approach |
| 264 | 1 | |c 2023 | |
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| 520 | |a Abstract We present a novel approach for the search of dark matter in the DarkSide-50 experiment, relying on Bayesian Networks. This method incorporates the detector response model into the likelihood function, explicitly maintaining the connection with the quantity of interest. No assumptions about the linearity of the problem or the shape of the probability distribution functions are required, and there is no need to morph signal and background spectra as a function of nuisance parameters. By expressing the problem in terms of Bayesian Networks, we have developed an inference algorithm based on a Markov Chain Monte Carlo to calculate the posterior probability. A clever description of the detector response model in terms of parametric matrices allows us to study the impact of systematic variations of any parameter on the final results. Our approach not only provides the desired information on the parameter of interest, but also potential constraints on the response model. Our results are consistent with recent published analyses and further refine the parameters of the detector response model. | ||
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| 653 | 0 | |a Nuclear and particle physics. Atomic energy. Radioactivity | |
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10.1140/epjc/s10052-023-11410-4 doi (DE-627)DOAJ089674979 (DE-599)DOAJ11f67f183e59465f8cc6619590822970 DE-627 ger DE-627 rakwb eng QB460-466 QC770-798 P. Agnes verfasserin aut Search for low mass dark matter in DarkSide-50: the bayesian network approach 2023 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Abstract We present a novel approach for the search of dark matter in the DarkSide-50 experiment, relying on Bayesian Networks. This method incorporates the detector response model into the likelihood function, explicitly maintaining the connection with the quantity of interest. No assumptions about the linearity of the problem or the shape of the probability distribution functions are required, and there is no need to morph signal and background spectra as a function of nuisance parameters. By expressing the problem in terms of Bayesian Networks, we have developed an inference algorithm based on a Markov Chain Monte Carlo to calculate the posterior probability. A clever description of the detector response model in terms of parametric matrices allows us to study the impact of systematic variations of any parameter on the final results. Our approach not only provides the desired information on the parameter of interest, but also potential constraints on the response model. Our results are consistent with recent published analyses and further refine the parameters of the detector response model. Astrophysics Nuclear and particle physics. Atomic energy. Radioactivity I. F. M. Albuquerque verfasserin aut T. Alexander verfasserin aut A. K. Alton verfasserin aut M. Ave verfasserin aut H. O. Back verfasserin aut G. Batignani verfasserin aut K. Biery verfasserin aut V. Bocci verfasserin aut W. M. Bonivento verfasserin aut B. Bottino verfasserin aut S. Bussino verfasserin aut M. Cadeddu verfasserin aut M. Cadoni verfasserin aut F. Calaprice verfasserin aut A. Caminata verfasserin aut M. D. Campos verfasserin aut N. Canci verfasserin aut M. Caravati verfasserin aut N. Cargioli verfasserin aut M. Cariello verfasserin aut M. Carlini verfasserin aut V. Cataudella verfasserin aut P. Cavalcante verfasserin aut S. Cavuoti verfasserin aut S. Chashin verfasserin aut A. Chepurnov verfasserin aut C. Cicalò verfasserin aut G. Covone verfasserin aut D. D’Angelo verfasserin aut S. Davini verfasserin aut A. De Candia verfasserin aut S. De Cecco verfasserin aut G. De Filippis verfasserin aut G. De Rosa verfasserin aut A. V. Derbin verfasserin aut A. Devoto verfasserin aut M. D’Incecco verfasserin aut C. Dionisi verfasserin aut F. Dordei verfasserin aut M. Downing verfasserin aut D. D’Urso verfasserin aut M. Fairbairn verfasserin aut G. Fiorillo verfasserin aut D. Franco verfasserin aut F. Gabriele verfasserin aut C. Galbiati verfasserin aut C. Ghiano verfasserin aut C. Giganti verfasserin aut G. K. Giovanetti verfasserin aut A. M. Goretti verfasserin aut G. Grilli di Cortona verfasserin aut A. Grobov verfasserin aut M. Gromov verfasserin aut M. Guan verfasserin aut M. Gulino verfasserin aut B. R. Hackett verfasserin aut K. Herner verfasserin aut T. Hessel verfasserin aut B. Hosseini verfasserin aut F. Hubaut verfasserin aut E. V. Hungerford verfasserin aut An. Ianni verfasserin aut V. Ippolito verfasserin aut K. Keeter verfasserin aut C. L. Kendziora verfasserin aut M. Kimura verfasserin aut I. Kochanek verfasserin aut D. Korablev verfasserin aut G. Korga verfasserin aut A. Kubankin verfasserin aut M. Kuss verfasserin aut M. La Commara verfasserin aut M. Lai verfasserin aut X. Li verfasserin aut M. Lissia verfasserin aut G. Longo verfasserin aut O. Lychagina verfasserin aut I. N. Machulin verfasserin aut L. P. Mapelli verfasserin aut S. M. Mari verfasserin aut J. Maricic verfasserin aut A. Messina verfasserin aut R. Milincic verfasserin aut J. Monroe verfasserin aut M. Morrocchi verfasserin aut X. Mougeot verfasserin aut V. N. Muratova verfasserin aut P. Musico verfasserin aut A. O. Nozdrina verfasserin aut A. Oleinik verfasserin aut F. Ortica verfasserin aut L. Pagani verfasserin aut M. Pallavicini verfasserin aut L. Pandola verfasserin aut E. Pantic verfasserin aut E. Paoloni verfasserin aut K. Pelczar verfasserin aut N. Pelliccia verfasserin aut S. Piacentini verfasserin aut A. Pocar verfasserin aut D. M. Poehlmann verfasserin aut S. Pordes verfasserin aut S. S. Poudel verfasserin aut P. Pralavorio verfasserin aut D. D. Price verfasserin aut F. Ragusa verfasserin aut M. Razeti verfasserin aut A. Razeto verfasserin aut A. L. Renshaw verfasserin aut M. Rescigno verfasserin aut J. Rode verfasserin aut A. Romani verfasserin aut D. Sablone verfasserin aut O. Samoylov verfasserin aut E. Sandford verfasserin aut W. Sands verfasserin aut S. Sanfilippo verfasserin aut C. Savarese verfasserin aut B. Schlitzer verfasserin aut D. A. Semenov verfasserin aut A. Shchagin verfasserin aut A. Sheshukov verfasserin aut M. D. Skorokhvatov verfasserin aut O. Smirnov verfasserin aut A. Sotnikov verfasserin aut S. Stracka verfasserin aut Y. Suvorov verfasserin aut R. Tartaglia verfasserin aut G. Testera verfasserin aut A. Tonazzo verfasserin aut E. V. Unzhakov verfasserin aut A. Vishneva verfasserin aut R. B. Vogelaar verfasserin aut M. Wada verfasserin aut H. Wang verfasserin aut Y. Wang verfasserin aut S. Westerdale verfasserin aut M. M. Wojcik verfasserin aut X. Xiao verfasserin aut C. Yang verfasserin aut G. Zuzel verfasserin aut DarkSide-50 Collaboration verfasserin aut In European Physical Journal C: Particles and Fields SpringerOpen, 2017 83(2023), 4, Seite 21 (DE-627)253722934 (DE-600)1459069-4 14346052 nnns volume:83 year:2023 number:4 pages:21 https://doi.org/10.1140/epjc/s10052-023-11410-4 kostenfrei https://doaj.org/article/11f67f183e59465f8cc6619590822970 kostenfrei https://doi.org/10.1140/epjc/s10052-023-11410-4 kostenfrei https://doaj.org/toc/1434-6052 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ GBV_ILN_11 GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_31 GBV_ILN_39 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_63 GBV_ILN_69 GBV_ILN_70 GBV_ILN_73 GBV_ILN_95 GBV_ILN_105 GBV_ILN_110 GBV_ILN_150 GBV_ILN_151 GBV_ILN_161 GBV_ILN_170 GBV_ILN_206 GBV_ILN_213 GBV_ILN_230 GBV_ILN_267 GBV_ILN_285 GBV_ILN_293 GBV_ILN_370 GBV_ILN_602 GBV_ILN_702 GBV_ILN_2001 GBV_ILN_2003 GBV_ILN_2005 GBV_ILN_2006 GBV_ILN_2008 GBV_ILN_2009 GBV_ILN_2010 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2015 GBV_ILN_2018 GBV_ILN_2020 GBV_ILN_2021 GBV_ILN_2025 GBV_ILN_2031 GBV_ILN_2038 GBV_ILN_2044 GBV_ILN_2048 GBV_ILN_2050 GBV_ILN_2055 GBV_ILN_2056 GBV_ILN_2057 GBV_ILN_2061 GBV_ILN_2108 GBV_ILN_2111 GBV_ILN_2113 GBV_ILN_2119 GBV_ILN_2190 GBV_ILN_4012 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4126 GBV_ILN_4246 GBV_ILN_4249 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4335 GBV_ILN_4338 GBV_ILN_4367 GBV_ILN_4700 AR 83 2023 4 21 |
| spelling |
10.1140/epjc/s10052-023-11410-4 doi (DE-627)DOAJ089674979 (DE-599)DOAJ11f67f183e59465f8cc6619590822970 DE-627 ger DE-627 rakwb eng QB460-466 QC770-798 P. Agnes verfasserin aut Search for low mass dark matter in DarkSide-50: the bayesian network approach 2023 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Abstract We present a novel approach for the search of dark matter in the DarkSide-50 experiment, relying on Bayesian Networks. This method incorporates the detector response model into the likelihood function, explicitly maintaining the connection with the quantity of interest. No assumptions about the linearity of the problem or the shape of the probability distribution functions are required, and there is no need to morph signal and background spectra as a function of nuisance parameters. By expressing the problem in terms of Bayesian Networks, we have developed an inference algorithm based on a Markov Chain Monte Carlo to calculate the posterior probability. A clever description of the detector response model in terms of parametric matrices allows us to study the impact of systematic variations of any parameter on the final results. Our approach not only provides the desired information on the parameter of interest, but also potential constraints on the response model. Our results are consistent with recent published analyses and further refine the parameters of the detector response model. Astrophysics Nuclear and particle physics. Atomic energy. Radioactivity I. F. M. Albuquerque verfasserin aut T. Alexander verfasserin aut A. K. Alton verfasserin aut M. Ave verfasserin aut H. O. Back verfasserin aut G. Batignani verfasserin aut K. Biery verfasserin aut V. Bocci verfasserin aut W. M. Bonivento verfasserin aut B. Bottino verfasserin aut S. Bussino verfasserin aut M. Cadeddu verfasserin aut M. Cadoni verfasserin aut F. Calaprice verfasserin aut A. Caminata verfasserin aut M. D. Campos verfasserin aut N. Canci verfasserin aut M. Caravati verfasserin aut N. Cargioli verfasserin aut M. Cariello verfasserin aut M. Carlini verfasserin aut V. Cataudella verfasserin aut P. Cavalcante verfasserin aut S. Cavuoti verfasserin aut S. Chashin verfasserin aut A. Chepurnov verfasserin aut C. Cicalò verfasserin aut G. Covone verfasserin aut D. D’Angelo verfasserin aut S. Davini verfasserin aut A. De Candia verfasserin aut S. De Cecco verfasserin aut G. De Filippis verfasserin aut G. De Rosa verfasserin aut A. V. Derbin verfasserin aut A. Devoto verfasserin aut M. D’Incecco verfasserin aut C. Dionisi verfasserin aut F. Dordei verfasserin aut M. Downing verfasserin aut D. D’Urso verfasserin aut M. Fairbairn verfasserin aut G. Fiorillo verfasserin aut D. Franco verfasserin aut F. Gabriele verfasserin aut C. Galbiati verfasserin aut C. Ghiano verfasserin aut C. Giganti verfasserin aut G. K. Giovanetti verfasserin aut A. M. Goretti verfasserin aut G. Grilli di Cortona verfasserin aut A. Grobov verfasserin aut M. Gromov verfasserin aut M. Guan verfasserin aut M. Gulino verfasserin aut B. R. Hackett verfasserin aut K. Herner verfasserin aut T. Hessel verfasserin aut B. Hosseini verfasserin aut F. Hubaut verfasserin aut E. V. Hungerford verfasserin aut An. Ianni verfasserin aut V. Ippolito verfasserin aut K. Keeter verfasserin aut C. L. Kendziora verfasserin aut M. Kimura verfasserin aut I. Kochanek verfasserin aut D. Korablev verfasserin aut G. Korga verfasserin aut A. Kubankin verfasserin aut M. Kuss verfasserin aut M. La Commara verfasserin aut M. Lai verfasserin aut X. Li verfasserin aut M. Lissia verfasserin aut G. Longo verfasserin aut O. Lychagina verfasserin aut I. N. Machulin verfasserin aut L. P. Mapelli verfasserin aut S. M. Mari verfasserin aut J. Maricic verfasserin aut A. Messina verfasserin aut R. Milincic verfasserin aut J. Monroe verfasserin aut M. Morrocchi verfasserin aut X. Mougeot verfasserin aut V. N. Muratova verfasserin aut P. Musico verfasserin aut A. O. Nozdrina verfasserin aut A. Oleinik verfasserin aut F. Ortica verfasserin aut L. Pagani verfasserin aut M. Pallavicini verfasserin aut L. Pandola verfasserin aut E. Pantic verfasserin aut E. Paoloni verfasserin aut K. Pelczar verfasserin aut N. Pelliccia verfasserin aut S. Piacentini verfasserin aut A. Pocar verfasserin aut D. M. Poehlmann verfasserin aut S. Pordes verfasserin aut S. S. Poudel verfasserin aut P. Pralavorio verfasserin aut D. D. Price verfasserin aut F. Ragusa verfasserin aut M. Razeti verfasserin aut A. Razeto verfasserin aut A. L. Renshaw verfasserin aut M. Rescigno verfasserin aut J. Rode verfasserin aut A. Romani verfasserin aut D. Sablone verfasserin aut O. Samoylov verfasserin aut E. Sandford verfasserin aut W. Sands verfasserin aut S. Sanfilippo verfasserin aut C. Savarese verfasserin aut B. Schlitzer verfasserin aut D. A. Semenov verfasserin aut A. Shchagin verfasserin aut A. Sheshukov verfasserin aut M. D. Skorokhvatov verfasserin aut O. Smirnov verfasserin aut A. Sotnikov verfasserin aut S. Stracka verfasserin aut Y. Suvorov verfasserin aut R. Tartaglia verfasserin aut G. Testera verfasserin aut A. Tonazzo verfasserin aut E. V. Unzhakov verfasserin aut A. Vishneva verfasserin aut R. B. Vogelaar verfasserin aut M. Wada verfasserin aut H. Wang verfasserin aut Y. Wang verfasserin aut S. Westerdale verfasserin aut M. M. Wojcik verfasserin aut X. Xiao verfasserin aut C. Yang verfasserin aut G. Zuzel verfasserin aut DarkSide-50 Collaboration verfasserin aut In European Physical Journal C: Particles and Fields SpringerOpen, 2017 83(2023), 4, Seite 21 (DE-627)253722934 (DE-600)1459069-4 14346052 nnns volume:83 year:2023 number:4 pages:21 https://doi.org/10.1140/epjc/s10052-023-11410-4 kostenfrei https://doaj.org/article/11f67f183e59465f8cc6619590822970 kostenfrei https://doi.org/10.1140/epjc/s10052-023-11410-4 kostenfrei https://doaj.org/toc/1434-6052 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ GBV_ILN_11 GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_31 GBV_ILN_39 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_63 GBV_ILN_69 GBV_ILN_70 GBV_ILN_73 GBV_ILN_95 GBV_ILN_105 GBV_ILN_110 GBV_ILN_150 GBV_ILN_151 GBV_ILN_161 GBV_ILN_170 GBV_ILN_206 GBV_ILN_213 GBV_ILN_230 GBV_ILN_267 GBV_ILN_285 GBV_ILN_293 GBV_ILN_370 GBV_ILN_602 GBV_ILN_702 GBV_ILN_2001 GBV_ILN_2003 GBV_ILN_2005 GBV_ILN_2006 GBV_ILN_2008 GBV_ILN_2009 GBV_ILN_2010 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2015 GBV_ILN_2018 GBV_ILN_2020 GBV_ILN_2021 GBV_ILN_2025 GBV_ILN_2031 GBV_ILN_2038 GBV_ILN_2044 GBV_ILN_2048 GBV_ILN_2050 GBV_ILN_2055 GBV_ILN_2056 GBV_ILN_2057 GBV_ILN_2061 GBV_ILN_2108 GBV_ILN_2111 GBV_ILN_2113 GBV_ILN_2119 GBV_ILN_2190 GBV_ILN_4012 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4126 GBV_ILN_4246 GBV_ILN_4249 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4335 GBV_ILN_4338 GBV_ILN_4367 GBV_ILN_4700 AR 83 2023 4 21 |
| allfields_unstemmed |
10.1140/epjc/s10052-023-11410-4 doi (DE-627)DOAJ089674979 (DE-599)DOAJ11f67f183e59465f8cc6619590822970 DE-627 ger DE-627 rakwb eng QB460-466 QC770-798 P. Agnes verfasserin aut Search for low mass dark matter in DarkSide-50: the bayesian network approach 2023 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Abstract We present a novel approach for the search of dark matter in the DarkSide-50 experiment, relying on Bayesian Networks. This method incorporates the detector response model into the likelihood function, explicitly maintaining the connection with the quantity of interest. No assumptions about the linearity of the problem or the shape of the probability distribution functions are required, and there is no need to morph signal and background spectra as a function of nuisance parameters. By expressing the problem in terms of Bayesian Networks, we have developed an inference algorithm based on a Markov Chain Monte Carlo to calculate the posterior probability. A clever description of the detector response model in terms of parametric matrices allows us to study the impact of systematic variations of any parameter on the final results. Our approach not only provides the desired information on the parameter of interest, but also potential constraints on the response model. Our results are consistent with recent published analyses and further refine the parameters of the detector response model. Astrophysics Nuclear and particle physics. Atomic energy. Radioactivity I. F. M. Albuquerque verfasserin aut T. Alexander verfasserin aut A. K. Alton verfasserin aut M. Ave verfasserin aut H. O. Back verfasserin aut G. Batignani verfasserin aut K. Biery verfasserin aut V. Bocci verfasserin aut W. M. Bonivento verfasserin aut B. Bottino verfasserin aut S. Bussino verfasserin aut M. Cadeddu verfasserin aut M. Cadoni verfasserin aut F. Calaprice verfasserin aut A. Caminata verfasserin aut M. D. Campos verfasserin aut N. Canci verfasserin aut M. Caravati verfasserin aut N. Cargioli verfasserin aut M. Cariello verfasserin aut M. Carlini verfasserin aut V. Cataudella verfasserin aut P. Cavalcante verfasserin aut S. Cavuoti verfasserin aut S. Chashin verfasserin aut A. Chepurnov verfasserin aut C. Cicalò verfasserin aut G. Covone verfasserin aut D. D’Angelo verfasserin aut S. Davini verfasserin aut A. De Candia verfasserin aut S. De Cecco verfasserin aut G. De Filippis verfasserin aut G. De Rosa verfasserin aut A. V. Derbin verfasserin aut A. Devoto verfasserin aut M. D’Incecco verfasserin aut C. Dionisi verfasserin aut F. Dordei verfasserin aut M. Downing verfasserin aut D. D’Urso verfasserin aut M. Fairbairn verfasserin aut G. Fiorillo verfasserin aut D. Franco verfasserin aut F. Gabriele verfasserin aut C. Galbiati verfasserin aut C. Ghiano verfasserin aut C. Giganti verfasserin aut G. K. Giovanetti verfasserin aut A. M. Goretti verfasserin aut G. Grilli di Cortona verfasserin aut A. Grobov verfasserin aut M. Gromov verfasserin aut M. Guan verfasserin aut M. Gulino verfasserin aut B. R. Hackett verfasserin aut K. Herner verfasserin aut T. Hessel verfasserin aut B. Hosseini verfasserin aut F. Hubaut verfasserin aut E. V. Hungerford verfasserin aut An. Ianni verfasserin aut V. Ippolito verfasserin aut K. Keeter verfasserin aut C. L. Kendziora verfasserin aut M. Kimura verfasserin aut I. Kochanek verfasserin aut D. Korablev verfasserin aut G. Korga verfasserin aut A. Kubankin verfasserin aut M. Kuss verfasserin aut M. La Commara verfasserin aut M. Lai verfasserin aut X. Li verfasserin aut M. Lissia verfasserin aut G. Longo verfasserin aut O. Lychagina verfasserin aut I. N. Machulin verfasserin aut L. P. Mapelli verfasserin aut S. M. Mari verfasserin aut J. Maricic verfasserin aut A. Messina verfasserin aut R. Milincic verfasserin aut J. Monroe verfasserin aut M. Morrocchi verfasserin aut X. Mougeot verfasserin aut V. N. Muratova verfasserin aut P. Musico verfasserin aut A. O. Nozdrina verfasserin aut A. Oleinik verfasserin aut F. Ortica verfasserin aut L. Pagani verfasserin aut M. Pallavicini verfasserin aut L. Pandola verfasserin aut E. Pantic verfasserin aut E. Paoloni verfasserin aut K. Pelczar verfasserin aut N. Pelliccia verfasserin aut S. Piacentini verfasserin aut A. Pocar verfasserin aut D. M. Poehlmann verfasserin aut S. Pordes verfasserin aut S. S. Poudel verfasserin aut P. Pralavorio verfasserin aut D. D. Price verfasserin aut F. Ragusa verfasserin aut M. Razeti verfasserin aut A. Razeto verfasserin aut A. L. Renshaw verfasserin aut M. Rescigno verfasserin aut J. Rode verfasserin aut A. Romani verfasserin aut D. Sablone verfasserin aut O. Samoylov verfasserin aut E. Sandford verfasserin aut W. Sands verfasserin aut S. Sanfilippo verfasserin aut C. Savarese verfasserin aut B. Schlitzer verfasserin aut D. A. Semenov verfasserin aut A. Shchagin verfasserin aut A. Sheshukov verfasserin aut M. D. Skorokhvatov verfasserin aut O. Smirnov verfasserin aut A. Sotnikov verfasserin aut S. Stracka verfasserin aut Y. Suvorov verfasserin aut R. Tartaglia verfasserin aut G. Testera verfasserin aut A. Tonazzo verfasserin aut E. V. Unzhakov verfasserin aut A. Vishneva verfasserin aut R. B. Vogelaar verfasserin aut M. Wada verfasserin aut H. Wang verfasserin aut Y. Wang verfasserin aut S. Westerdale verfasserin aut M. M. Wojcik verfasserin aut X. Xiao verfasserin aut C. Yang verfasserin aut G. Zuzel verfasserin aut DarkSide-50 Collaboration verfasserin aut In European Physical Journal C: Particles and Fields SpringerOpen, 2017 83(2023), 4, Seite 21 (DE-627)253722934 (DE-600)1459069-4 14346052 nnns volume:83 year:2023 number:4 pages:21 https://doi.org/10.1140/epjc/s10052-023-11410-4 kostenfrei https://doaj.org/article/11f67f183e59465f8cc6619590822970 kostenfrei https://doi.org/10.1140/epjc/s10052-023-11410-4 kostenfrei https://doaj.org/toc/1434-6052 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ GBV_ILN_11 GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_31 GBV_ILN_39 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_63 GBV_ILN_69 GBV_ILN_70 GBV_ILN_73 GBV_ILN_95 GBV_ILN_105 GBV_ILN_110 GBV_ILN_150 GBV_ILN_151 GBV_ILN_161 GBV_ILN_170 GBV_ILN_206 GBV_ILN_213 GBV_ILN_230 GBV_ILN_267 GBV_ILN_285 GBV_ILN_293 GBV_ILN_370 GBV_ILN_602 GBV_ILN_702 GBV_ILN_2001 GBV_ILN_2003 GBV_ILN_2005 GBV_ILN_2006 GBV_ILN_2008 GBV_ILN_2009 GBV_ILN_2010 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2015 GBV_ILN_2018 GBV_ILN_2020 GBV_ILN_2021 GBV_ILN_2025 GBV_ILN_2031 GBV_ILN_2038 GBV_ILN_2044 GBV_ILN_2048 GBV_ILN_2050 GBV_ILN_2055 GBV_ILN_2056 GBV_ILN_2057 GBV_ILN_2061 GBV_ILN_2108 GBV_ILN_2111 GBV_ILN_2113 GBV_ILN_2119 GBV_ILN_2190 GBV_ILN_4012 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4126 GBV_ILN_4246 GBV_ILN_4249 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4335 GBV_ILN_4338 GBV_ILN_4367 GBV_ILN_4700 AR 83 2023 4 21 |
| allfieldsGer |
10.1140/epjc/s10052-023-11410-4 doi (DE-627)DOAJ089674979 (DE-599)DOAJ11f67f183e59465f8cc6619590822970 DE-627 ger DE-627 rakwb eng QB460-466 QC770-798 P. Agnes verfasserin aut Search for low mass dark matter in DarkSide-50: the bayesian network approach 2023 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Abstract We present a novel approach for the search of dark matter in the DarkSide-50 experiment, relying on Bayesian Networks. This method incorporates the detector response model into the likelihood function, explicitly maintaining the connection with the quantity of interest. No assumptions about the linearity of the problem or the shape of the probability distribution functions are required, and there is no need to morph signal and background spectra as a function of nuisance parameters. By expressing the problem in terms of Bayesian Networks, we have developed an inference algorithm based on a Markov Chain Monte Carlo to calculate the posterior probability. A clever description of the detector response model in terms of parametric matrices allows us to study the impact of systematic variations of any parameter on the final results. Our approach not only provides the desired information on the parameter of interest, but also potential constraints on the response model. Our results are consistent with recent published analyses and further refine the parameters of the detector response model. Astrophysics Nuclear and particle physics. Atomic energy. Radioactivity I. F. M. Albuquerque verfasserin aut T. Alexander verfasserin aut A. K. Alton verfasserin aut M. Ave verfasserin aut H. O. Back verfasserin aut G. Batignani verfasserin aut K. Biery verfasserin aut V. Bocci verfasserin aut W. M. Bonivento verfasserin aut B. Bottino verfasserin aut S. Bussino verfasserin aut M. 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Giganti verfasserin aut G. K. Giovanetti verfasserin aut A. M. Goretti verfasserin aut G. Grilli di Cortona verfasserin aut A. Grobov verfasserin aut M. Gromov verfasserin aut M. Guan verfasserin aut M. Gulino verfasserin aut B. R. Hackett verfasserin aut K. Herner verfasserin aut T. Hessel verfasserin aut B. Hosseini verfasserin aut F. Hubaut verfasserin aut E. V. Hungerford verfasserin aut An. Ianni verfasserin aut V. Ippolito verfasserin aut K. Keeter verfasserin aut C. L. Kendziora verfasserin aut M. Kimura verfasserin aut I. Kochanek verfasserin aut D. Korablev verfasserin aut G. Korga verfasserin aut A. Kubankin verfasserin aut M. Kuss verfasserin aut M. La Commara verfasserin aut M. Lai verfasserin aut X. Li verfasserin aut M. Lissia verfasserin aut G. Longo verfasserin aut O. Lychagina verfasserin aut I. N. Machulin verfasserin aut L. P. Mapelli verfasserin aut S. M. Mari verfasserin aut J. Maricic verfasserin aut A. Messina verfasserin aut R. Milincic verfasserin aut J. 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Semenov verfasserin aut A. Shchagin verfasserin aut A. Sheshukov verfasserin aut M. D. Skorokhvatov verfasserin aut O. Smirnov verfasserin aut A. Sotnikov verfasserin aut S. Stracka verfasserin aut Y. Suvorov verfasserin aut R. Tartaglia verfasserin aut G. Testera verfasserin aut A. Tonazzo verfasserin aut E. V. Unzhakov verfasserin aut A. Vishneva verfasserin aut R. B. Vogelaar verfasserin aut M. Wada verfasserin aut H. Wang verfasserin aut Y. Wang verfasserin aut S. Westerdale verfasserin aut M. M. Wojcik verfasserin aut X. Xiao verfasserin aut C. Yang verfasserin aut G. Zuzel verfasserin aut DarkSide-50 Collaboration verfasserin aut In European Physical Journal C: Particles and Fields SpringerOpen, 2017 83(2023), 4, Seite 21 (DE-627)253722934 (DE-600)1459069-4 14346052 nnns volume:83 year:2023 number:4 pages:21 https://doi.org/10.1140/epjc/s10052-023-11410-4 kostenfrei https://doaj.org/article/11f67f183e59465f8cc6619590822970 kostenfrei https://doi.org/10.1140/epjc/s10052-023-11410-4 kostenfrei https://doaj.org/toc/1434-6052 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ GBV_ILN_11 GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_31 GBV_ILN_39 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_63 GBV_ILN_69 GBV_ILN_70 GBV_ILN_73 GBV_ILN_95 GBV_ILN_105 GBV_ILN_110 GBV_ILN_150 GBV_ILN_151 GBV_ILN_161 GBV_ILN_170 GBV_ILN_206 GBV_ILN_213 GBV_ILN_230 GBV_ILN_267 GBV_ILN_285 GBV_ILN_293 GBV_ILN_370 GBV_ILN_602 GBV_ILN_702 GBV_ILN_2001 GBV_ILN_2003 GBV_ILN_2005 GBV_ILN_2006 GBV_ILN_2008 GBV_ILN_2009 GBV_ILN_2010 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2015 GBV_ILN_2018 GBV_ILN_2020 GBV_ILN_2021 GBV_ILN_2025 GBV_ILN_2031 GBV_ILN_2038 GBV_ILN_2044 GBV_ILN_2048 GBV_ILN_2050 GBV_ILN_2055 GBV_ILN_2056 GBV_ILN_2057 GBV_ILN_2061 GBV_ILN_2108 GBV_ILN_2111 GBV_ILN_2113 GBV_ILN_2119 GBV_ILN_2190 GBV_ILN_4012 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4126 GBV_ILN_4246 GBV_ILN_4249 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4335 GBV_ILN_4338 GBV_ILN_4367 GBV_ILN_4700 AR 83 2023 4 21 |
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10.1140/epjc/s10052-023-11410-4 doi (DE-627)DOAJ089674979 (DE-599)DOAJ11f67f183e59465f8cc6619590822970 DE-627 ger DE-627 rakwb eng QB460-466 QC770-798 P. Agnes verfasserin aut Search for low mass dark matter in DarkSide-50: the bayesian network approach 2023 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Abstract We present a novel approach for the search of dark matter in the DarkSide-50 experiment, relying on Bayesian Networks. This method incorporates the detector response model into the likelihood function, explicitly maintaining the connection with the quantity of interest. No assumptions about the linearity of the problem or the shape of the probability distribution functions are required, and there is no need to morph signal and background spectra as a function of nuisance parameters. By expressing the problem in terms of Bayesian Networks, we have developed an inference algorithm based on a Markov Chain Monte Carlo to calculate the posterior probability. A clever description of the detector response model in terms of parametric matrices allows us to study the impact of systematic variations of any parameter on the final results. Our approach not only provides the desired information on the parameter of interest, but also potential constraints on the response model. Our results are consistent with recent published analyses and further refine the parameters of the detector response model. Astrophysics Nuclear and particle physics. Atomic energy. Radioactivity I. F. M. Albuquerque verfasserin aut T. Alexander verfasserin aut A. K. Alton verfasserin aut M. Ave verfasserin aut H. O. Back verfasserin aut G. Batignani verfasserin aut K. Biery verfasserin aut V. Bocci verfasserin aut W. M. Bonivento verfasserin aut B. Bottino verfasserin aut S. Bussino verfasserin aut M. Cadeddu verfasserin aut M. Cadoni verfasserin aut F. Calaprice verfasserin aut A. Caminata verfasserin aut M. D. Campos verfasserin aut N. Canci verfasserin aut M. Caravati verfasserin aut N. Cargioli verfasserin aut M. Cariello verfasserin aut M. Carlini verfasserin aut V. Cataudella verfasserin aut P. Cavalcante verfasserin aut S. Cavuoti verfasserin aut S. Chashin verfasserin aut A. Chepurnov verfasserin aut C. Cicalò verfasserin aut G. Covone verfasserin aut D. D’Angelo verfasserin aut S. Davini verfasserin aut A. De Candia verfasserin aut S. De Cecco verfasserin aut G. De Filippis verfasserin aut G. De Rosa verfasserin aut A. V. Derbin verfasserin aut A. Devoto verfasserin aut M. D’Incecco verfasserin aut C. Dionisi verfasserin aut F. Dordei verfasserin aut M. Downing verfasserin aut D. D’Urso verfasserin aut M. Fairbairn verfasserin aut G. Fiorillo verfasserin aut D. Franco verfasserin aut F. Gabriele verfasserin aut C. Galbiati verfasserin aut C. Ghiano verfasserin aut C. Giganti verfasserin aut G. K. Giovanetti verfasserin aut A. M. Goretti verfasserin aut G. Grilli di Cortona verfasserin aut A. Grobov verfasserin aut M. Gromov verfasserin aut M. Guan verfasserin aut M. Gulino verfasserin aut B. R. Hackett verfasserin aut K. Herner verfasserin aut T. Hessel verfasserin aut B. Hosseini verfasserin aut F. Hubaut verfasserin aut E. V. Hungerford verfasserin aut An. Ianni verfasserin aut V. Ippolito verfasserin aut K. Keeter verfasserin aut C. L. Kendziora verfasserin aut M. Kimura verfasserin aut I. Kochanek verfasserin aut D. Korablev verfasserin aut G. Korga verfasserin aut A. Kubankin verfasserin aut M. Kuss verfasserin aut M. La Commara verfasserin aut M. Lai verfasserin aut X. Li verfasserin aut M. Lissia verfasserin aut G. Longo verfasserin aut O. Lychagina verfasserin aut I. N. Machulin verfasserin aut L. P. Mapelli verfasserin aut S. M. Mari verfasserin aut J. Maricic verfasserin aut A. Messina verfasserin aut R. Milincic verfasserin aut J. Monroe verfasserin aut M. Morrocchi verfasserin aut X. Mougeot verfasserin aut V. N. Muratova verfasserin aut P. Musico verfasserin aut A. O. Nozdrina verfasserin aut A. Oleinik verfasserin aut F. Ortica verfasserin aut L. Pagani verfasserin aut M. Pallavicini verfasserin aut L. Pandola verfasserin aut E. Pantic verfasserin aut E. Paoloni verfasserin aut K. Pelczar verfasserin aut N. Pelliccia verfasserin aut S. Piacentini verfasserin aut A. Pocar verfasserin aut D. M. Poehlmann verfasserin aut S. Pordes verfasserin aut S. S. Poudel verfasserin aut P. Pralavorio verfasserin aut D. D. Price verfasserin aut F. Ragusa verfasserin aut M. Razeti verfasserin aut A. Razeto verfasserin aut A. L. Renshaw verfasserin aut M. Rescigno verfasserin aut J. Rode verfasserin aut A. Romani verfasserin aut D. Sablone verfasserin aut O. Samoylov verfasserin aut E. Sandford verfasserin aut W. Sands verfasserin aut S. Sanfilippo verfasserin aut C. Savarese verfasserin aut B. Schlitzer verfasserin aut D. A. Semenov verfasserin aut A. Shchagin verfasserin aut A. Sheshukov verfasserin aut M. D. Skorokhvatov verfasserin aut O. Smirnov verfasserin aut A. Sotnikov verfasserin aut S. Stracka verfasserin aut Y. Suvorov verfasserin aut R. Tartaglia verfasserin aut G. Testera verfasserin aut A. Tonazzo verfasserin aut E. V. Unzhakov verfasserin aut A. Vishneva verfasserin aut R. B. Vogelaar verfasserin aut M. Wada verfasserin aut H. Wang verfasserin aut Y. Wang verfasserin aut S. Westerdale verfasserin aut M. M. Wojcik verfasserin aut X. Xiao verfasserin aut C. Yang verfasserin aut G. Zuzel verfasserin aut DarkSide-50 Collaboration verfasserin aut In European Physical Journal C: Particles and Fields SpringerOpen, 2017 83(2023), 4, Seite 21 (DE-627)253722934 (DE-600)1459069-4 14346052 nnns volume:83 year:2023 number:4 pages:21 https://doi.org/10.1140/epjc/s10052-023-11410-4 kostenfrei https://doaj.org/article/11f67f183e59465f8cc6619590822970 kostenfrei https://doi.org/10.1140/epjc/s10052-023-11410-4 kostenfrei https://doaj.org/toc/1434-6052 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ GBV_ILN_11 GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_31 GBV_ILN_39 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_63 GBV_ILN_69 GBV_ILN_70 GBV_ILN_73 GBV_ILN_95 GBV_ILN_105 GBV_ILN_110 GBV_ILN_150 GBV_ILN_151 GBV_ILN_161 GBV_ILN_170 GBV_ILN_206 GBV_ILN_213 GBV_ILN_230 GBV_ILN_267 GBV_ILN_285 GBV_ILN_293 GBV_ILN_370 GBV_ILN_602 GBV_ILN_702 GBV_ILN_2001 GBV_ILN_2003 GBV_ILN_2005 GBV_ILN_2006 GBV_ILN_2008 GBV_ILN_2009 GBV_ILN_2010 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2015 GBV_ILN_2018 GBV_ILN_2020 GBV_ILN_2021 GBV_ILN_2025 GBV_ILN_2031 GBV_ILN_2038 GBV_ILN_2044 GBV_ILN_2048 GBV_ILN_2050 GBV_ILN_2055 GBV_ILN_2056 GBV_ILN_2057 GBV_ILN_2061 GBV_ILN_2108 GBV_ILN_2111 GBV_ILN_2113 GBV_ILN_2119 GBV_ILN_2190 GBV_ILN_4012 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4126 GBV_ILN_4246 GBV_ILN_4249 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4335 GBV_ILN_4338 GBV_ILN_4367 GBV_ILN_4700 AR 83 2023 4 21 |
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P. Agnes @@aut@@ I. F. M. Albuquerque @@aut@@ T. Alexander @@aut@@ A. K. Alton @@aut@@ M. Ave @@aut@@ H. O. Back @@aut@@ G. Batignani @@aut@@ K. Biery @@aut@@ V. Bocci @@aut@@ W. M. Bonivento @@aut@@ B. Bottino @@aut@@ S. Bussino @@aut@@ M. Cadeddu @@aut@@ M. Cadoni @@aut@@ F. Calaprice @@aut@@ A. Caminata @@aut@@ M. D. Campos @@aut@@ N. Canci @@aut@@ M. Caravati @@aut@@ N. Cargioli @@aut@@ M. Cariello @@aut@@ M. Carlini @@aut@@ V. Cataudella @@aut@@ P. Cavalcante @@aut@@ S. Cavuoti @@aut@@ S. Chashin @@aut@@ A. Chepurnov @@aut@@ C. Cicalò @@aut@@ G. Covone @@aut@@ D. D’Angelo @@aut@@ S. Davini @@aut@@ A. De Candia @@aut@@ S. De Cecco @@aut@@ G. De Filippis @@aut@@ G. De Rosa @@aut@@ A. V. Derbin @@aut@@ A. Devoto @@aut@@ M. D’Incecco @@aut@@ C. Dionisi @@aut@@ F. Dordei @@aut@@ M. Downing @@aut@@ D. D’Urso @@aut@@ M. Fairbairn @@aut@@ G. Fiorillo @@aut@@ D. Franco @@aut@@ F. Gabriele @@aut@@ C. Galbiati @@aut@@ C. Ghiano @@aut@@ C. Giganti @@aut@@ G. K. Giovanetti @@aut@@ A. M. Goretti @@aut@@ G. Grilli di Cortona @@aut@@ A. Grobov @@aut@@ M. Gromov @@aut@@ M. Guan @@aut@@ M. Gulino @@aut@@ B. R. Hackett @@aut@@ K. Herner @@aut@@ T. Hessel @@aut@@ B. Hosseini @@aut@@ F. Hubaut @@aut@@ E. V. Hungerford @@aut@@ An. Ianni @@aut@@ V. Ippolito @@aut@@ K. Keeter @@aut@@ C. L. Kendziora @@aut@@ M. Kimura @@aut@@ I. Kochanek @@aut@@ D. Korablev @@aut@@ G. Korga @@aut@@ A. Kubankin @@aut@@ M. Kuss @@aut@@ M. La Commara @@aut@@ M. Lai @@aut@@ X. Li @@aut@@ M. Lissia @@aut@@ G. Longo @@aut@@ O. Lychagina @@aut@@ I. N. Machulin @@aut@@ L. P. Mapelli @@aut@@ S. M. Mari @@aut@@ J. Maricic @@aut@@ A. Messina @@aut@@ R. Milincic @@aut@@ J. Monroe @@aut@@ M. Morrocchi @@aut@@ X. Mougeot @@aut@@ V. N. Muratova @@aut@@ P. Musico @@aut@@ A. O. Nozdrina @@aut@@ A. Oleinik @@aut@@ F. Ortica @@aut@@ L. Pagani @@aut@@ M. Pallavicini @@aut@@ L. Pandola @@aut@@ E. Pantic @@aut@@ E. Paoloni @@aut@@ K. Pelczar @@aut@@ N. Pelliccia @@aut@@ S. Piacentini @@aut@@ A. Pocar @@aut@@ D. M. Poehlmann @@aut@@ S. Pordes @@aut@@ S. S. Poudel @@aut@@ P. Pralavorio @@aut@@ D. D. Price @@aut@@ F. Ragusa @@aut@@ M. Razeti @@aut@@ A. Razeto @@aut@@ A. L. Renshaw @@aut@@ M. Rescigno @@aut@@ J. Rode @@aut@@ A. Romani @@aut@@ D. Sablone @@aut@@ O. Samoylov @@aut@@ E. Sandford @@aut@@ W. Sands @@aut@@ S. Sanfilippo @@aut@@ C. Savarese @@aut@@ B. Schlitzer @@aut@@ D. A. Semenov @@aut@@ A. Shchagin @@aut@@ A. Sheshukov @@aut@@ M. D. Skorokhvatov @@aut@@ O. Smirnov @@aut@@ A. Sotnikov @@aut@@ S. Stracka @@aut@@ Y. Suvorov @@aut@@ R. Tartaglia @@aut@@ G. Testera @@aut@@ A. Tonazzo @@aut@@ E. V. Unzhakov @@aut@@ A. Vishneva @@aut@@ R. B. Vogelaar @@aut@@ M. Wada @@aut@@ H. Wang @@aut@@ Y. Wang @@aut@@ S. Westerdale @@aut@@ M. M. Wojcik @@aut@@ X. Xiao @@aut@@ C. Yang @@aut@@ G. Zuzel @@aut@@ DarkSide-50 Collaboration @@aut@@ |
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Campos</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">N. Canci</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Caravati</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">N. Cargioli</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Cariello</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Carlini</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">V. Cataudella</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">P. Cavalcante</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">S. Cavuoti</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">S. Chashin</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. Chepurnov</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">C. Cicalò</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">G. Covone</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">D. D’Angelo</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">S. Davini</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. De Candia</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">S. De Cecco</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">G. De Filippis</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">G. De Rosa</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. V. Derbin</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. Devoto</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. D’Incecco</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">C. Dionisi</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">F. Dordei</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Downing</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">D. D’Urso</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Fairbairn</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">G. Fiorillo</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">D. Franco</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">F. Gabriele</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">C. Galbiati</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">C. Ghiano</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">C. Giganti</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">G. K. Giovanetti</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. M. Goretti</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">G. Grilli di Cortona</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. Grobov</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Gromov</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Guan</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Gulino</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">B. R. Hackett</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">K. Herner</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">T. Hessel</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">B. Hosseini</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">F. Hubaut</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">E. V. Hungerford</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">An. Ianni</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">V. Ippolito</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">K. Keeter</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">C. L. Kendziora</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Kimura</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">I. Kochanek</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">D. Korablev</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">G. Korga</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. Kubankin</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Kuss</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. La Commara</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Lai</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">X. Li</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Lissia</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">G. Longo</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">O. Lychagina</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">I. N. Machulin</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">L. P. Mapelli</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">S. M. Mari</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">J. Maricic</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. Messina</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">R. Milincic</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">J. Monroe</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Morrocchi</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">X. Mougeot</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">V. N. Muratova</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">P. Musico</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. O. Nozdrina</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. Oleinik</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">F. Ortica</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">L. Pagani</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Pallavicini</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">L. Pandola</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">E. Pantic</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">E. Paoloni</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">K. Pelczar</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">N. Pelliccia</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">S. Piacentini</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. Pocar</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">D. M. Poehlmann</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">S. Pordes</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">S. S. Poudel</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">P. Pralavorio</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">D. D. Price</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">F. Ragusa</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Razeti</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. Razeto</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. L. Renshaw</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">M. Rescigno</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">J. Rode</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. Romani</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">D. Sablone</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">O. Samoylov</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">E. Sandford</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">W. Sands</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">S. Sanfilippo</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">C. Savarese</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">B. Schlitzer</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">D. A. Semenov</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. Shchagin</subfield><subfield code="e">verfasserin</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="0" ind2=" "><subfield code="a">A. 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P. Agnes I. F. M. Albuquerque T. Alexander A. K. Alton M. Ave H. O. Back G. Batignani K. Biery V. Bocci W. M. Bonivento B. Bottino S. Bussino M. Cadeddu M. Cadoni F. Calaprice A. Caminata M. D. Campos N. Canci M. Caravati N. Cargioli M. Cariello M. Carlini V. Cataudella P. Cavalcante S. Cavuoti S. Chashin A. Chepurnov C. Cicalò G. Covone D. D’Angelo S. Davini A. De Candia S. De Cecco G. De Filippis G. De Rosa A. V. Derbin A. Devoto M. D’Incecco C. Dionisi F. Dordei M. Downing D. D’Urso M. Fairbairn G. Fiorillo D. Franco F. Gabriele C. Galbiati C. Ghiano C. Giganti G. K. Giovanetti A. M. Goretti G. Grilli di Cortona A. Grobov M. Gromov M. Guan M. Gulino B. R. Hackett K. Herner T. Hessel B. Hosseini F. Hubaut E. V. Hungerford An. Ianni V. Ippolito K. Keeter C. L. Kendziora M. Kimura I. Kochanek D. Korablev G. Korga A. Kubankin M. Kuss M. La Commara M. Lai X. Li M. Lissia G. Longo O. Lychagina I. N. Machulin L. P. Mapelli S. M. Mari J. Maricic A. Messina R. Milincic J. Monroe M. Morrocchi X. Mougeot V. N. Muratova P. Musico A. O. Nozdrina A. Oleinik F. Ortica L. Pagani M. Pallavicini L. Pandola E. Pantic E. Paoloni K. Pelczar N. Pelliccia S. Piacentini A. Pocar D. M. Poehlmann S. Pordes S. S. Poudel P. Pralavorio D. D. Price F. Ragusa M. Razeti A. Razeto A. L. Renshaw M. Rescigno J. Rode A. Romani D. Sablone O. Samoylov E. Sandford W. Sands S. Sanfilippo C. Savarese B. Schlitzer D. A. Semenov A. Shchagin A. Sheshukov M. D. Skorokhvatov O. Smirnov A. Sotnikov S. Stracka Y. Suvorov R. Tartaglia G. Testera A. Tonazzo E. V. Unzhakov A. Vishneva R. B. Vogelaar M. Wada H. Wang Y. Wang S. Westerdale M. M. Wojcik X. Xiao C. Yang G. Zuzel DarkSide-50 Collaboration |
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Search for low mass dark matter in DarkSide-50: the bayesian network approach |
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Abstract We present a novel approach for the search of dark matter in the DarkSide-50 experiment, relying on Bayesian Networks. This method incorporates the detector response model into the likelihood function, explicitly maintaining the connection with the quantity of interest. No assumptions about the linearity of the problem or the shape of the probability distribution functions are required, and there is no need to morph signal and background spectra as a function of nuisance parameters. By expressing the problem in terms of Bayesian Networks, we have developed an inference algorithm based on a Markov Chain Monte Carlo to calculate the posterior probability. A clever description of the detector response model in terms of parametric matrices allows us to study the impact of systematic variations of any parameter on the final results. Our approach not only provides the desired information on the parameter of interest, but also potential constraints on the response model. Our results are consistent with recent published analyses and further refine the parameters of the detector response model. |
| abstractGer |
Abstract We present a novel approach for the search of dark matter in the DarkSide-50 experiment, relying on Bayesian Networks. This method incorporates the detector response model into the likelihood function, explicitly maintaining the connection with the quantity of interest. No assumptions about the linearity of the problem or the shape of the probability distribution functions are required, and there is no need to morph signal and background spectra as a function of nuisance parameters. By expressing the problem in terms of Bayesian Networks, we have developed an inference algorithm based on a Markov Chain Monte Carlo to calculate the posterior probability. A clever description of the detector response model in terms of parametric matrices allows us to study the impact of systematic variations of any parameter on the final results. Our approach not only provides the desired information on the parameter of interest, but also potential constraints on the response model. Our results are consistent with recent published analyses and further refine the parameters of the detector response model. |
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Abstract We present a novel approach for the search of dark matter in the DarkSide-50 experiment, relying on Bayesian Networks. This method incorporates the detector response model into the likelihood function, explicitly maintaining the connection with the quantity of interest. No assumptions about the linearity of the problem or the shape of the probability distribution functions are required, and there is no need to morph signal and background spectra as a function of nuisance parameters. By expressing the problem in terms of Bayesian Networks, we have developed an inference algorithm based on a Markov Chain Monte Carlo to calculate the posterior probability. A clever description of the detector response model in terms of parametric matrices allows us to study the impact of systematic variations of any parameter on the final results. Our approach not only provides the desired information on the parameter of interest, but also potential constraints on the response model. Our results are consistent with recent published analyses and further refine the parameters of the detector response model. |
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I. F. M. Albuquerque T. Alexander A. K. Alton M. Ave H. O. Back G. Batignani K. Biery V. Bocci W. M. Bonivento B. Bottino S. Bussino M. Cadeddu M. Cadoni F. Calaprice A. Caminata M. D. Campos N. Canci M. Caravati N. Cargioli M. Cariello M. Carlini V. Cataudella P. Cavalcante S. Cavuoti S. Chashin A. Chepurnov C. Cicalò G. Covone D. D’Angelo S. Davini A. De Candia S. De Cecco G. De Filippis G. De Rosa A. V. Derbin A. Devoto M. D’Incecco C. Dionisi F. Dordei M. Downing D. D’Urso M. Fairbairn G. Fiorillo D. Franco F. Gabriele C. Galbiati C. Ghiano C. Giganti G. K. Giovanetti A. M. Goretti G. Grilli di Cortona A. Grobov M. Gromov M. Guan M. Gulino B. R. Hackett K. Herner T. Hessel B. Hosseini F. Hubaut E. V. Hungerford An. Ianni V. Ippolito K. Keeter C. L. Kendziora M. Kimura I. Kochanek D. Korablev G. Korga A. Kubankin M. Kuss M. La Commara M. Lai X. Li M. Lissia G. Longo O. Lychagina I. N. Machulin L. P. Mapelli S. M. Mari J. Maricic A. Messina R. Milincic J. Monroe M. Morrocchi X. Mougeot V. N. Muratova P. Musico A. O. Nozdrina A. Oleinik F. Ortica L. Pagani M. Pallavicini L. Pandola E. Pantic E. Paoloni K. Pelczar N. Pelliccia S. Piacentini A. Pocar D. M. Poehlmann S. Pordes S. S. Poudel P. Pralavorio D. D. Price F. Ragusa M. Razeti A. Razeto A. L. Renshaw M. Rescigno J. Rode A. Romani D. Sablone O. Samoylov E. Sandford W. Sands S. Sanfilippo C. Savarese B. Schlitzer D. A. Semenov A. Shchagin A. Sheshukov M. D. Skorokhvatov O. Smirnov A. Sotnikov S. Stracka Y. Suvorov R. Tartaglia G. Testera A. Tonazzo E. V. Unzhakov A. Vishneva R. B. Vogelaar M. Wada H. Wang Y. Wang S. Westerdale M. M. Wojcik X. Xiao C. Yang G. Zuzel DarkSide-50 Collaboration |
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I. F. M. Albuquerque T. Alexander A. K. Alton M. Ave H. O. Back G. Batignani K. Biery V. Bocci W. M. Bonivento B. Bottino S. Bussino M. Cadeddu M. Cadoni F. Calaprice A. Caminata M. D. Campos N. Canci M. Caravati N. Cargioli M. Cariello M. Carlini V. Cataudella P. Cavalcante S. Cavuoti S. Chashin A. Chepurnov C. Cicalò G. Covone D. D’Angelo S. Davini A. De Candia S. De Cecco G. De Filippis G. De Rosa A. V. Derbin A. Devoto M. D’Incecco C. Dionisi F. Dordei M. Downing D. D’Urso M. Fairbairn G. Fiorillo D. Franco F. Gabriele C. Galbiati C. Ghiano C. Giganti G. K. Giovanetti A. M. Goretti G. Grilli di Cortona A. Grobov M. Gromov M. Guan M. Gulino B. R. Hackett K. Herner T. Hessel B. Hosseini F. Hubaut E. V. Hungerford An. Ianni V. Ippolito K. Keeter C. L. Kendziora M. Kimura I. Kochanek D. Korablev G. Korga A. Kubankin M. Kuss M. La Commara M. Lai X. Li M. Lissia G. Longo O. Lychagina I. N. Machulin L. P. Mapelli S. M. Mari J. Maricic A. Messina R. Milincic J. Monroe M. Morrocchi X. Mougeot V. N. Muratova P. Musico A. O. Nozdrina A. Oleinik F. Ortica L. Pagani M. Pallavicini L. Pandola E. Pantic E. Paoloni K. Pelczar N. Pelliccia S. Piacentini A. Pocar D. M. Poehlmann S. Pordes S. S. Poudel P. Pralavorio D. D. Price F. Ragusa M. Razeti A. Razeto A. L. Renshaw M. Rescigno J. Rode A. Romani D. Sablone O. Samoylov E. Sandford W. Sands S. Sanfilippo C. Savarese B. Schlitzer D. A. Semenov A. Shchagin A. Sheshukov M. D. Skorokhvatov O. Smirnov A. Sotnikov S. Stracka Y. Suvorov R. Tartaglia G. Testera A. Tonazzo E. V. Unzhakov A. Vishneva R. B. Vogelaar M. Wada H. Wang Y. Wang S. Westerdale M. M. Wojcik X. Xiao C. Yang G. Zuzel DarkSide-50 Collaboration |
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| doi_str |
10.1140/epjc/s10052-023-11410-4 |
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QB460-466 |
| up_date |
2024-07-04T00:09:58.528Z |
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