{"created":"2025-01-19T01:33:44.853229+00:00","updated":"2025-01-19T10:20:35.873835+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00232720","sets":["1164:4619:11539:11552"]},"path":["11552"],"owner":"44499","recid":"232720","title":["Cyclic Causal Discovery for Large-scale Interventional Data"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-02-25"},"_buckets":{"deposit":"826486d2-5145-449c-a427-9e57bd50b569"},"_deposit":{"id":"232720","pid":{"type":"depid","value":"232720","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"Cyclic Causal Discovery for Large-scale Interventional Data","author_link":["630671","630667","630670","630669","630668","630666"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Cyclic Causal Discovery for Large-scale Interventional Data"},{"subitem_title":"Cyclic Causal Discovery for Large-scale Interventional Data","subitem_title_language":"en"}]},"item_type_id":"4","publish_date":"2024-02-25","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"The University of Tokyo"},{"subitem_text_value":"Swiss Federal Institute of Technology in Lausanne"},{"subitem_text_value":"The University of Tokyo"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"The University of Tokyo","subitem_text_language":"en"},{"subitem_text_value":"Swiss Federal Institute of Technology in Lausanne","subitem_text_language":"en"},{"subitem_text_value":"The University of Tokyo","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"eng"}]},"item_publisher":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"情報処理学会","subitem_publisher_language":"ja"}]},"publish_status":"0","weko_shared_id":-1,"item_file_price":{"attribute_name":"Billing file","attribute_type":"file","attribute_value_mlt":[{"url":{"url":"https://ipsj.ixsq.nii.ac.jp/record/232720/files/IPSJ-CVIM24237029.pdf","label":"IPSJ-CVIM24237029.pdf"},"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-CVIM24237029.pdf","filesize":[{"value":"832.0 kB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"0","billingrole":"20"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_login","version_id":"8da2ea58-bff8-4f27-9e65-3bc95f5db181","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2024 by the Institute of Electronics, Information and Communication Engineers This SIG report is only available to those in membership of the SIG."}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Masatoshi, Kobayashi"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Maria, Brbic"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Shin, Matsushima"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Masatoshi, Kobayashi","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Maria, Brbic","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Shin, Matsushima","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA11131797","subitem_source_identifier_type":"NCID"}]},"item_4_textarea_12":{"attribute_name":"Notice","attribute_value_mlt":[{"subitem_textarea_value":"SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc."}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_18gh","resourcetype":"technical report"}]},"item_4_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-8701","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"Most causal discovery methods typically assume acyclic causal structures. However, this assumption doesn’t always hold in complex real-world scenarios, such as gene-regulatory networks where feedback loops exist. In this paper, we propose a new causal discovery method for inferring cyclic graphs from intervental data among thousands of variables. Our method builds upon the Differentiable Causal Discovery of Factor Graphs (DCD-FG) by Lopez et al., which was originally developed for DAGs. The novelty of our proposed method lies in addressing cyclic structures. The key idea is the assumption of a low-rank structure in the adjacency matrix of the entire graph, enabling practical and effective computation of the Jacobian determinant, typically a bottleneck in large-scale data.","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"Most causal discovery methods typically assume acyclic causal structures. However, this assumption doesn’t always hold in complex real-world scenarios, such as gene-regulatory networks where feedback loops exist. In this paper, we propose a new causal discovery method for inferring cyclic graphs from intervental data among thousands of variables. Our method builds upon the Differentiable Causal Discovery of Factor Graphs (DCD-FG) by Lopez et al., which was originally developed for DAGs. The novelty of our proposed method lies in addressing cyclic structures. The key idea is the assumption of a low-rank structure in the adjacency matrix of the entire graph, enabling practical and effective computation of the Jacobian determinant, typically a bottleneck in large-scale data.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"5","bibliographic_titles":[{"bibliographic_title":"研究報告コンピュータビジョンとイメージメディア（CVIM）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2024-02-25","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"29","bibliographicVolumeNumber":"2024-CVIM-237"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":232720,"links":{}}