{"id":"https://openalex.org/W2897238568","doi":"https://doi.org/10.1109/ijcnn.2018.8489268","title":"ELM-SOM: A Continuous Self-Organizing Map for Visualization","display_name":"ELM-SOM: A Continuous Self-Organizing Map for Visualization","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2897238568","doi":"https://doi.org/10.1109/ijcnn.2018.8489268","mag":"2897238568"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2018.8489268","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2018.8489268","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","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/A5044281043","display_name":"Renjie Hu","orcid":"https://orcid.org/0000-0002-0496-6035"},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Renjie Hu","raw_affiliation_strings":["Department of Industrial Engineering, University of Iowa, Iowa City, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, University of Iowa, Iowa City, USA","institution_ids":["https://openalex.org/I126307644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070927747","display_name":"Venous Roshdibenam","orcid":"https://orcid.org/0000-0003-4720-5997"},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Venous Roshdibenam","raw_affiliation_strings":["Department of Industrial Engineering, University of Iowa, Iowa City, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, University of Iowa, Iowa City, USA","institution_ids":["https://openalex.org/I126307644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084167572","display_name":"Hans J. Johnson","orcid":"https://orcid.org/0000-0001-9513-2660"},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hans J. Johnson","raw_affiliation_strings":["Electrical and Computer Engineering, University of Iowa, Iowa City, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering, University of Iowa, Iowa City, USA","institution_ids":["https://openalex.org/I126307644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040774367","display_name":"Emil Eirola","orcid":"https://orcid.org/0000-0001-7404-977X"},"institutions":[{"id":"https://openalex.org/I198445264","display_name":"Arcada University of Applied Sciences","ror":"https://ror.org/02s466x84","country_code":"FI","type":"education","lineage":["https://openalex.org/I198445264"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Emil Eirola","raw_affiliation_strings":["Arcada University of Applied Sciences, Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arcada University of Applied Sciences, Helsinki, Finland","institution_ids":["https://openalex.org/I198445264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072292967","display_name":"Anton Akusok","orcid":"https://orcid.org/0000-0002-9580-5033"},"institutions":[{"id":"https://openalex.org/I198445264","display_name":"Arcada University of Applied Sciences","ror":"https://ror.org/02s466x84","country_code":"FI","type":"education","lineage":["https://openalex.org/I198445264"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Anton Akusok","raw_affiliation_strings":["Arcada University of Applied Sciences, Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arcada University of Applied Sciences, Helsinki, Finland","institution_ids":["https://openalex.org/I198445264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016015556","display_name":"Yoan Mich\u00e9","orcid":null},"institutions":[{"id":"https://openalex.org/I2738502077","display_name":"Nokia (Finland)","ror":"https://ror.org/04pkc8m17","country_code":"FI","type":"company","lineage":["https://openalex.org/I2738502077"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Yoan Miche","raw_affiliation_strings":["Bell Labs Nokia, Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bell Labs Nokia, Helsinki, Finland","institution_ids":["https://openalex.org/I2738502077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078854826","display_name":"Kaj-Mikael Bj\u00f6rk","orcid":"https://orcid.org/0000-0001-7720-5109"},"institutions":[{"id":"https://openalex.org/I198445264","display_name":"Arcada University of Applied Sciences","ror":"https://ror.org/02s466x84","country_code":"FI","type":"education","lineage":["https://openalex.org/I198445264"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Kaj-Mikael Bjork","raw_affiliation_strings":["Risklab, Arcada University of Applied Sciences, Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Risklab, Arcada University of Applied Sciences, Helsinki, Finland","institution_ids":["https://openalex.org/I198445264"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083632408","display_name":"Amaury Lendasse","orcid":"https://orcid.org/0000-0001-5410-4751"},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amaury Lendasse","raw_affiliation_strings":["Department of Industrial Engineering, University of Iowa, Iowa City, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, University of Iowa, Iowa City, USA","institution_ids":["https://openalex.org/I126307644"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3516,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.86132764,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":1.0,"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/T12676","display_name":"Machine Learning and ELM","score":1.0,"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/T10320","display_name":"Neural Networks and Applications","score":0.9995999932289124,"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/T10057","display_name":"Face and Expression Recognition","score":0.9988999962806702,"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/self-organizing-map","display_name":"Self-organizing map","score":0.868693470954895},{"id":"https://openalex.org/keywords/extreme-learning-machine","display_name":"Extreme learning machine","score":0.7670812606811523},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7270591259002686},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.6568670272827148},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6290200352668762},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.6032105088233948},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5918223261833191},{"id":"https://openalex.org/keywords/projection-pursuit","display_name":"Projection pursuit","score":0.5585675835609436},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.48391395807266235},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.4195536673069},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4092002809047699},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32500526309013367},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.28739309310913086},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.20586001873016357},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15457642078399658}],"concepts":[{"id":"https://openalex.org/C111168008","wikidata":"https://www.wikidata.org/wiki/Q1136838","display_name":"Self-organizing map","level":3,"score":0.868693470954895},{"id":"https://openalex.org/C2780150128","wikidata":"https://www.wikidata.org/wiki/Q21948731","display_name":"Extreme learning machine","level":3,"score":0.7670812606811523},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7270591259002686},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.6568670272827148},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6290200352668762},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.6032105088233948},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5918223261833191},{"id":"https://openalex.org/C118038509","wikidata":"https://www.wikidata.org/wiki/Q382970","display_name":"Projection pursuit","level":2,"score":0.5585675835609436},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.48391395807266235},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4195536673069},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4092002809047699},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32500526309013367},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.28739309310913086},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.20586001873016357},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15457642078399658},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn.2018.8489268","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2018.8489268","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W65738273","https://openalex.org/W207309682","https://openalex.org/W1520795727","https://openalex.org/W1742512077","https://openalex.org/W1754759919","https://openalex.org/W2001141328","https://openalex.org/W2002011878","https://openalex.org/W2019718627","https://openalex.org/W2025510444","https://openalex.org/W2026131661","https://openalex.org/W2061065224","https://openalex.org/W2096250025","https://openalex.org/W2097308346","https://openalex.org/W2098290011","https://openalex.org/W2107636931","https://openalex.org/W2111072639","https://openalex.org/W2124776405","https://openalex.org/W2129795301","https://openalex.org/W2130378394","https://openalex.org/W2134312057","https://openalex.org/W2134603844","https://openalex.org/W2139581666","https://openalex.org/W2140221871","https://openalex.org/W2141695047","https://openalex.org/W2151259332","https://openalex.org/W2152825437","https://openalex.org/W2156718197","https://openalex.org/W2158466026","https://openalex.org/W2159174312","https://openalex.org/W2169507824","https://openalex.org/W2294798173","https://openalex.org/W2349615607","https://openalex.org/W2994602700","https://openalex.org/W2998216295","https://openalex.org/W3008070742","https://openalex.org/W3145506661","https://openalex.org/W4285719527","https://openalex.org/W6637885045","https://openalex.org/W6680456997","https://openalex.org/W6680590460","https://openalex.org/W6682755970","https://openalex.org/W6683646768","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W4253679632","https://openalex.org/W2312487961","https://openalex.org/W2371601355","https://openalex.org/W1974715691","https://openalex.org/W2367397236","https://openalex.org/W2373463565","https://openalex.org/W54635551","https://openalex.org/W2329220454","https://openalex.org/W2354037709","https://openalex.org/W2788448464"],"abstract_inverted_index":{"This":[0,9],"paper":[1],"presents":[2],"a":[3],"novel":[4],"dimensionality":[5,47],"reduction":[6,48],"technique:":[7],"ELM-SOM.":[8],"technique":[10],"preserves":[11],"the":[12,32,41,46,50,55],"intrinsic":[13],"quality":[14],"of":[15],"Self-Organizing":[16],"Maps":[17],"(SOM):":[18],"it":[19],"is":[20,58,69],"nonlinear":[21],"and":[22,49],"suitable":[23],"for":[24],"big":[25],"data.":[26],"It":[27],"also":[28],"brings":[29],"continuity":[30],"to":[31,44,53,71],"projection":[33],"using":[34],"two":[35],"Extreme":[36],"Learning":[37],"Machine":[38],"(ELM)":[39],"models,":[40],"first":[42],"one":[43,52],"perform":[45,54],"second":[51],"reconstruction.":[56],"ELM-SOM":[57,68],"tested":[59],"successfully":[60],"on":[61],"six":[62],"diverse":[63],"datasets.":[64],"Regarding":[65],"reconstruction":[66],"error,":[67],"comparable":[70],"SOM":[72],"while":[73],"bringing":[74],"continuity.":[75]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
