{"id":"https://openalex.org/W84443761","doi":"https://doi.org/10.1007/978-3-642-35230-0_6","title":"Controlling Self-Organization and Handling Missing Values in SOM and GTM","display_name":"Controlling Self-Organization and Handling Missing Values in SOM and GTM","publication_year":2012,"publication_date":"2012-12-13","ids":{"openalex":"https://openalex.org/W84443761","doi":"https://doi.org/10.1007/978-3-642-35230-0_6","mag":"84443761"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-642-35230-0_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-35230-0_6","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","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/A5049927688","display_name":"Tommi Vatanen","orcid":"https://orcid.org/0000-0003-0949-1291"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Tommi Vatanen","raw_affiliation_strings":["Department of Information and Computer Science, Aalto University School of Science, P.O. Box 15400, FI-00076, Aalto, Espoo, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information and Computer Science, Aalto University School of Science, P.O. Box 15400, FI-00076, Aalto, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059490847","display_name":"Ilari T. Nieminen","orcid":null},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Ilari T. Nieminen","raw_affiliation_strings":["Department of Information and Computer Science, Aalto University School of Science, P.O. Box 15400, FI-00076, Aalto, Espoo, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information and Computer Science, Aalto University School of Science, P.O. Box 15400, FI-00076, Aalto, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030983114","display_name":"Timo Honkela","orcid":"https://orcid.org/0000-0003-0917-2020"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Timo Honkela","raw_affiliation_strings":["Department of Information and Computer Science, Aalto University School of Science, P.O. Box 15400, FI-00076, Aalto, Espoo, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information and Computer Science, Aalto University School of Science, P.O. Box 15400, FI-00076, Aalto, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008894339","display_name":"Tapani Raiko","orcid":"https://orcid.org/0000-0002-0321-304X"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Tapani Raiko","raw_affiliation_strings":["Department of Information and Computer Science, Aalto University School of Science, P.O. Box 15400, FI-00076, Aalto, Espoo, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information and Computer Science, Aalto University School of Science, P.O. Box 15400, FI-00076, Aalto, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025714966","display_name":"Krista Lagus","orcid":"https://orcid.org/0000-0002-0681-4828"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Krista Lagus","raw_affiliation_strings":["Department of Information and Computer Science, Aalto University School of Science, P.O. Box 15400, FI-00076, Aalto, Espoo, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information and Computer Science, Aalto University School of Science, P.O. Box 15400, FI-00076, Aalto, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5049927688"],"corresponding_institution_ids":["https://openalex.org/I9927081"],"apc_list":null,"apc_paid":null,"fwci":0.6497,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.67208877,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"55","last_page":"64"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9998000264167786,"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":0.9998000264167786,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9825000166893005,"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/T10057","display_name":"Face and Expression Recognition","score":0.9822999835014343,"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/initialization","display_name":"Initialization","score":0.853110671043396},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7826918363571167},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.688139796257019},{"id":"https://openalex.org/keywords/toolbox","display_name":"Toolbox","score":0.6268489956855774},{"id":"https://openalex.org/keywords/imputation","display_name":"Imputation (statistics)","score":0.6248139142990112},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5637361407279968},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.5510634779930115},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5013649463653564},{"id":"https://openalex.org/keywords/matlab","display_name":"MATLAB","score":0.48733243346214294},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4748411774635315},{"id":"https://openalex.org/keywords/self-organizing-map","display_name":"Self-organizing map","score":0.41459351778030396},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39060524106025696},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2566605806350708}],"concepts":[{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.853110671043396},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7826918363571167},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.688139796257019},{"id":"https://openalex.org/C2777655017","wikidata":"https://www.wikidata.org/wiki/Q1501161","display_name":"Toolbox","level":2,"score":0.6268489956855774},{"id":"https://openalex.org/C58041806","wikidata":"https://www.wikidata.org/wiki/Q1660484","display_name":"Imputation (statistics)","level":3,"score":0.6248139142990112},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5637361407279968},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.5510634779930115},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5013649463653564},{"id":"https://openalex.org/C2780365114","wikidata":"https://www.wikidata.org/wiki/Q169478","display_name":"MATLAB","level":2,"score":0.48733243346214294},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4748411774635315},{"id":"https://openalex.org/C111168008","wikidata":"https://www.wikidata.org/wiki/Q1136838","display_name":"Self-organizing map","level":3,"score":0.41459351778030396},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39060524106025696},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2566605806350708},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-642-35230-0_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-35230-0_6","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W65738273","https://openalex.org/W201820503","https://openalex.org/W1518498072","https://openalex.org/W1544324307","https://openalex.org/W1552762231","https://openalex.org/W1557800562","https://openalex.org/W1569512666","https://openalex.org/W1920010643","https://openalex.org/W1964888768","https://openalex.org/W1966297316","https://openalex.org/W2000101855","https://openalex.org/W2010150441","https://openalex.org/W2021123210","https://openalex.org/W2043508111","https://openalex.org/W2045989506","https://openalex.org/W2107109500","https://openalex.org/W2107636931","https://openalex.org/W2118209142","https://openalex.org/W2125134203","https://openalex.org/W2126941075","https://openalex.org/W2151259332","https://openalex.org/W2166849654","https://openalex.org/W2596387916","https://openalex.org/W2603838574","https://openalex.org/W3022351671","https://openalex.org/W3120740533","https://openalex.org/W3201759653","https://openalex.org/W4245176872"],"related_works":["https://openalex.org/W2999601660","https://openalex.org/W3164841229","https://openalex.org/W2947268995","https://openalex.org/W2912367158","https://openalex.org/W4205983555","https://openalex.org/W3029875987","https://openalex.org/W2983296376","https://openalex.org/W2090408034","https://openalex.org/W84443761","https://openalex.org/W2011487780"],"abstract_inverted_index":null,"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}