{"id":"https://openalex.org/W2734741635","doi":"https://doi.org/10.23919/mipro.2017.7973581","title":"Brief review of self-organizing maps","display_name":"Brief review of self-organizing maps","publication_year":2017,"publication_date":"2017-05-01","ids":{"openalex":"https://openalex.org/W2734741635","doi":"https://doi.org/10.23919/mipro.2017.7973581","mag":"2734741635"},"language":"en","primary_location":{"id":"doi:10.23919/mipro.2017.7973581","is_oa":false,"landing_page_url":"https://doi.org/10.23919/mipro.2017.7973581","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 40th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)","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/A5063774540","display_name":"Dubravko Miljkovi\u0107","orcid":"https://orcid.org/0000-0002-7022-4726"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Dubravko Miljkovic","raw_affiliation_strings":["Hrvatska elektroprivreda, Zagreb, Croatia"],"affiliations":[{"raw_affiliation_string":"Hrvatska elektroprivreda, Zagreb, Croatia","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5063774540"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.6495,"has_fulltext":false,"cited_by_count":143,"citation_normalized_percentile":{"value":0.96664618,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1061","last_page":"1066"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9991999864578247,"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":0.9991999864578247,"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/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.9747999906539917,"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"}},{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9314000010490417,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/self-organizing-map","display_name":"Self-organizing map","score":0.8413237929344177},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7254928946495056},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.697189450263977},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.635226845741272},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5867843627929688},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5847702622413635},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.5659714341163635},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5149177312850952},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5125200748443604},{"id":"https://openalex.org/keywords/competitive-learning","display_name":"Competitive learning","score":0.4803963005542755},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.4673939645290375},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.44734758138656616},{"id":"https://openalex.org/keywords/self-organization","display_name":"Self-organization","score":0.4375455975532532},{"id":"https://openalex.org/keywords/discretization","display_name":"Discretization","score":0.43589332699775696},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.4233981966972351},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35705047845840454},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33375468850135803},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13232511281967163}],"concepts":[{"id":"https://openalex.org/C111168008","wikidata":"https://www.wikidata.org/wiki/Q1136838","display_name":"Self-organizing map","level":3,"score":0.8413237929344177},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7254928946495056},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.697189450263977},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.635226845741272},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5867843627929688},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5847702622413635},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.5659714341163635},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5149177312850952},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5125200748443604},{"id":"https://openalex.org/C120822770","wikidata":"https://www.wikidata.org/wiki/Q5156355","display_name":"Competitive learning","level":3,"score":0.4803963005542755},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.4673939645290375},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.44734758138656616},{"id":"https://openalex.org/C106960710","wikidata":"https://www.wikidata.org/wiki/Q609408","display_name":"Self-organization","level":2,"score":0.4375455975532532},{"id":"https://openalex.org/C73000952","wikidata":"https://www.wikidata.org/wiki/Q17007827","display_name":"Discretization","level":2,"score":0.43589332699775696},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.4233981966972351},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35705047845840454},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33375468850135803},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13232511281967163},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/mipro.2017.7973581","is_oa":false,"landing_page_url":"https://doi.org/10.23919/mipro.2017.7973581","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 40th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.4399999976158142,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W65738273","https://openalex.org/W1269177683","https://openalex.org/W1490052609","https://openalex.org/W1514205146","https://openalex.org/W1600675265","https://openalex.org/W1870084963","https://openalex.org/W1876988356","https://openalex.org/W1948717592","https://openalex.org/W1980661496","https://openalex.org/W2025365931","https://openalex.org/W2098500169","https://openalex.org/W2115566394","https://openalex.org/W2124776405","https://openalex.org/W2138635707","https://openalex.org/W2316478175","https://openalex.org/W2492646666","https://openalex.org/W2580039761","https://openalex.org/W2969971339","https://openalex.org/W4237222446","https://openalex.org/W4246010917","https://openalex.org/W4256708552","https://openalex.org/W4301971222","https://openalex.org/W6639172545","https://openalex.org/W6732618613","https://openalex.org/W6767448953"],"related_works":["https://openalex.org/W2020360339","https://openalex.org/W2590565095","https://openalex.org/W2160366419","https://openalex.org/W2149471286","https://openalex.org/W2055870375","https://openalex.org/W2011664814","https://openalex.org/W1961454974","https://openalex.org/W2910555889","https://openalex.org/W150043153","https://openalex.org/W2482164254"],"abstract_inverted_index":{"As":[0],"a":[1,20,33,37],"particular":[2],"type":[3],"of":[4,24,28,42],"artificial":[5],"neural":[6],"networks,":[7],"self-organizing":[8],"maps":[9,47],"(SOMs)":[10],"are":[11,48,71],"trained":[12],"using":[13],"an":[14],"unsupervised,":[15],"competitive":[16],"learning":[17],"to":[18],"produce":[19],"low-dimensional,":[21],"discretized":[22],"representation":[23],"the":[25,29,43],"input":[26,44],"space":[27],"training":[30],"samples,":[31],"called":[32],"feature":[34],"map.":[35],"Such":[36],"map":[38],"retains":[39],"principle":[40],"features":[41],"data.":[45],"Self-organizing":[46],"known":[49],"for":[50],"its":[51],"clustering,":[52],"visualization":[53],"and":[54,69],"classification":[55],"capabilities.":[56],"In":[57],"this":[58],"brief":[59],"review":[60],"paper":[61],"basic":[62],"tenets,":[63],"including":[64],"motivation,":[65],"architecture,":[66],"math":[67],"description":[68],"applications":[70],"reviewed.":[72]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":37},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":19},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":4}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}