{"created":"2023-05-15T11:56:19.704198+00:00","id":1536,"links":{},"metadata":{"_buckets":{"deposit":"d7068551-2d83-4e67-b00e-c60243028ef1"},"_deposit":{"created_by":3,"id":"1536","owners":[3],"pid":{"revision_id":0,"type":"depid","value":"1536"},"status":"published"},"_oai":{"id":"oai:kyutech.repo.nii.ac.jp:00001536","sets":["15:20"]},"author_link":["661","6181","6182","6183"],"control_number":"1536","item_23_biblio_info_6":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2005-08-02","bibliographicIssueDateType":"Issued"},"bibliographicPageEnd":"1586","bibliographicPageStart":"1581","bibliographicVolumeNumber":"3","bibliographic_titles":[{"bibliographic_title":"Proceedings of International Joint Conference on Neural Networks","bibliographic_titleLang":"en"}]}]},"item_23_description_4":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"Kohonen's Self-Organizing Map (SOM), which performs topology-preserving transformation from a highdimensional data vector space to a low-dimensional map space, provides a powerful tool for data analysis, classification and visualization in many application fields. Despite its powerfulness, SOM can only deal with vectorized data, although many expansions have been proposed for various data-type cases. This study aims to develop a novel generalization of SOM called modular Iletwork SOM (mIlSOM), which enables users to deal with general data classes in a consistent manner. mnSOM has an array structure consisting of function modules that are trainable neural networks, e.g. multi-layer perceptrons (MLPs), instead of the vector units of the conventional SOM family. In the case of MLPmodules, mnSOM learns a group of systems or functions in terms of the input-output relationships, and at the same time mnSOM generates a feature map that shows distances between the learned systems. Thus, mnSOM with MLP modules is an SOM in function space rather than in vector space. From this point of view, the conventional SOM of Kohonen's can be regarded as a special case of mnSOM, the modules consisting of fixed-value bias units. In this paper, mnSOM with MLP modules is described along with some application examples.","subitem_description_language":"en","subitem_description_type":"Abstract"}]},"item_23_description_5":{"attribute_name":"備考","attribute_value_mlt":[{"subitem_description":"2005 IEEE International Joint Conference on Neural Networks, 31 July - 4 August, 2005, Montreal, Québec, Canada","subitem_description_type":"Other"}]},"item_23_description_60":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"subitem_description":"Conference Paper","subitem_description_type":"Other"}]},"item_23_full_name_3":{"attribute_name":"著者別名","attribute_value_mlt":[{"affiliations":[{"affiliationNames":[{"lang":"ja"}]}]}]},"item_23_publisher_7":{"attribute_name":"出版社","attribute_value_mlt":[{"subitem_publisher":"IEEE"}]},"item_23_relation_12":{"attribute_name":"DOI","attribute_value_mlt":[{"subitem_relation_type":"isIdenticalTo","subitem_relation_type_id":{"subitem_relation_type_id_text":"https://doi.org/10.1109/IJCNN.2005.1556114","subitem_relation_type_select":"DOI"}}]},"item_23_relation_9":{"attribute_name":"ISBN","attribute_value_mlt":[{"subitem_relation_type_id":{"subitem_relation_type_id_text":"0-7803-9048-2","subitem_relation_type_select":"ISBN"}}]},"item_23_rights_13":{"attribute_name":"著作権関連情報","attribute_value_mlt":[{"subitem_rights":"©2008 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE."}]},"item_23_select_59":{"attribute_name":"査読の有無","attribute_value_mlt":[{"subitem_select_item":"yes"}]},"item_23_source_id_8":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2161-4407","subitem_source_identifier_type":"EISSN"},{"subitem_source_identifier":"2161-4393","subitem_source_identifier_type":"PISSN"}]},"item_23_version_type_58":{"attribute_name":"出版タイプ","attribute_value_mlt":[{"subitem_version_resource":"http://purl.org/coar/version/c_970fb48d4fbd8a85","subitem_version_type":"VoR"}]},"item_creator":{"attribute_name":"著者","attribute_type":"creator","attribute_value_mlt":[{"creatorAffiliations":[{"affiliationNames":[{"affiliationNameLang":"ja"}]}],"creatorNames":[{"creatorName":"Furukawa, Tetsuo","creatorNameLang":"en"},{"creatorName":"古川, 徹生","creatorNameLang":"ja"},{"creatorName":"フルカワ, テツオ","creatorNameLang":"ja-Kana"}],"familyNames":[{},{},{}],"givenNames":[{},{},{}],"nameIdentifiers":[{},{},{},{},{}]},{"creatorNames":[{"creatorName":"Tokunaga, Kazuhiro","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Morishita, Kenji","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Yasui, Syozo","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_date","date":[{"dateType":"Available","dateValue":"2009-04-10"}],"displaytype":"detail","filename":"IJCNN.2005.1556114.pdf","filesize":[{"value":"758.0 kB"}],"format":"application/pdf","licensetype":"license_note","mimetype":"application/pdf","url":{"label":"IJCNN.2005.1556114.pdf","url":"https://kyutech.repo.nii.ac.jp/record/1536/files/IJCNN.2005.1556114.pdf"},"version_id":"3bd8ae95-71e6-425a-9ea2-99c34197bf2a"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"eng"}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourcetype":"conference paper","resourceuri":"http://purl.org/coar/resource_type/c_5794"}]},"item_title":"Modular Network SOM (mnSOM): From Vector Space to Function Space","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Modular Network SOM (mnSOM): From Vector Space to Function Space","subitem_title_language":"en"}]},"item_type_id":"23","owner":"3","path":["20"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2009-04-10"},"publish_date":"2009-04-10","publish_status":"0","recid":"1536","relation_version_is_last":true,"title":["Modular Network SOM (mnSOM): From Vector Space to Function Space"],"weko_creator_id":"3","weko_shared_id":-1},"updated":"2024-02-09T06:07:34.039853+00:00"}