{"id":"https://openalex.org/W2176743267","doi":"https://doi.org/10.1007/978-1-4471-0715-6_1","title":"Towards an information-theoretic approach to kernel-based topographic map formation","display_name":"Towards an information-theoretic approach to kernel-based topographic map formation","publication_year":2001,"publication_date":"2001-01-01","ids":{"openalex":"https://openalex.org/W2176743267","doi":"https://doi.org/10.1007/978-1-4471-0715-6_1","mag":"2176743267"},"language":"en","primary_location":{"id":"doi:10.1007/978-1-4471-0715-6_1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-1-4471-0715-6_1","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Self-Organising Maps","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022490304","display_name":"Marc M. Van Hulle","orcid":"https://orcid.org/0000-0003-1060-7044"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Marc M. Van Hulle","raw_affiliation_strings":["Laboratorium voor Neuro- en Psychofysiologie, K.U. Leuven, Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"Laboratorium voor Neuro- en Psychofysiologie, K.U. Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5022490304"],"corresponding_institution_ids":["https://openalex.org/I99464096"],"apc_list":null,"apc_paid":null,"fwci":0.586,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.70110701,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9873999953269958,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.9815000295639038,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/infomax","display_name":"Infomax","score":0.8012768030166626},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.6080291271209717},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5467339158058167},{"id":"https://openalex.org/keywords/mutual-information","display_name":"Mutual information","score":0.5256116390228271},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5078578591346741},{"id":"https://openalex.org/keywords/kernel-density-estimation","display_name":"Kernel density estimation","score":0.5021722316741943},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.44593971967697144},{"id":"https://openalex.org/keywords/multiple-kernel-learning","display_name":"Multiple kernel learning","score":0.4345557391643524},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.40740224719047546},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3976862132549286},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32789313793182373},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.13364338874816895},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.10272324085235596},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.06317421793937683},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.0626072883605957}],"concepts":[{"id":"https://openalex.org/C153402090","wikidata":"https://www.wikidata.org/wiki/Q6030480","display_name":"Infomax","level":4,"score":0.8012768030166626},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6080291271209717},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5467339158058167},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.5256116390228271},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5078578591346741},{"id":"https://openalex.org/C71134354","wikidata":"https://www.wikidata.org/wiki/Q458825","display_name":"Kernel density estimation","level":3,"score":0.5021722316741943},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.44593971967697144},{"id":"https://openalex.org/C2776879701","wikidata":"https://www.wikidata.org/wiki/Q25048660","display_name":"Multiple kernel learning","level":4,"score":0.4345557391643524},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.40740224719047546},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3976862132549286},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32789313793182373},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.13364338874816895},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.10272324085235596},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.06317421793937683},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.0626072883605957},{"id":"https://openalex.org/C120317606","wikidata":"https://www.wikidata.org/wiki/Q17105967","display_name":"Blind signal separation","level":3,"score":0.0},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-1-4471-0715-6_1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-1-4471-0715-6_1","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Self-Organising Maps","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.4699999988079071,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W65738273","https://openalex.org/W1490675643","https://openalex.org/W1679913846","https://openalex.org/W1984083069","https://openalex.org/W2051719061","https://openalex.org/W2052702017","https://openalex.org/W2086449672","https://openalex.org/W2107636931","https://openalex.org/W2108384452","https://openalex.org/W2129905273","https://openalex.org/W2144914634","https://openalex.org/W2157304492","https://openalex.org/W2168782270","https://openalex.org/W3022351671","https://openalex.org/W4213332169","https://openalex.org/W4240981432","https://openalex.org/W4301734701"],"related_works":["https://openalex.org/W2142105644","https://openalex.org/W1833833977","https://openalex.org/W2146711600","https://openalex.org/W2157319902","https://openalex.org/W4297878175","https://openalex.org/W2725311638","https://openalex.org/W3082176113","https://openalex.org/W4288365568","https://openalex.org/W2972136298","https://openalex.org/W2936607361"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}