Invertible Neural Networks in Astrophysics
Modern machine learning techniques have become indispensable in many fields of astronomy and astrophysics. Here we introduce a specific class of methods, invertible neural networks, and discuss two specific applications, the prediction of stellar parameters from photometric observations and the stud...
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| Format: | Article |
| Language: | English |
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EDP Sciences
2022-01-01
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| Series: | EPJ Web of Conferences |
| Online Access: | https://www.epj-conferences.org/articles/epjconf/pdf/2022/09/epjconf_ism2022_00009.pdf |
| _version_ | 1797997029514805248 |
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| author | Klessen Ralf S. |
| author_facet | Klessen Ralf S. |
| author_sort | Klessen Ralf S. |
| collection | DOAJ |
| description | Modern machine learning techniques have become indispensable in many fields of astronomy and astrophysics. Here we introduce a specific class of methods, invertible neural networks, and discuss two specific applications, the prediction of stellar parameters from photometric observations and the study of stellar feedback processes from on emission lines. |
| first_indexed | 2024-04-11T10:26:39Z |
| format | Article |
| id | doaj.art-0e95fed7820f4fe88468a2537eb7cf7e |
| institution | Directory Open Access Journal |
| issn | 2100-014X |
| language | English |
| last_indexed | 2024-04-11T10:26:39Z |
| publishDate | 2022-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | EPJ Web of Conferences |
| spelling | doaj.art-0e95fed7820f4fe88468a2537eb7cf7e2022-12-22T04:29:33ZengEDP SciencesEPJ Web of Conferences2100-014X2022-01-012650000910.1051/epjconf/202226500009epjconf_ism2022_00009Invertible Neural Networks in AstrophysicsKlessen Ralf S.0Universität Heidelberg, Zentrum für Astronomie, Institut für Theoretische AstrophysikModern machine learning techniques have become indispensable in many fields of astronomy and astrophysics. Here we introduce a specific class of methods, invertible neural networks, and discuss two specific applications, the prediction of stellar parameters from photometric observations and the study of stellar feedback processes from on emission lines.https://www.epj-conferences.org/articles/epjconf/pdf/2022/09/epjconf_ism2022_00009.pdf |
| spellingShingle | Klessen Ralf S. Invertible Neural Networks in Astrophysics EPJ Web of Conferences |
| title | Invertible Neural Networks in Astrophysics |
| title_full | Invertible Neural Networks in Astrophysics |
| title_fullStr | Invertible Neural Networks in Astrophysics |
| title_full_unstemmed | Invertible Neural Networks in Astrophysics |
| title_short | Invertible Neural Networks in Astrophysics |
| title_sort | invertible neural networks in astrophysics |
| url | https://www.epj-conferences.org/articles/epjconf/pdf/2022/09/epjconf_ism2022_00009.pdf |
| work_keys_str_mv | AT klessenralfs invertibleneuralnetworksinastrophysics |