{"id":"https://openalex.org/W2518155589","doi":"https://doi.org/10.1007/978-3-319-45378-1_25","title":"Optimization of Combining of Self Organizing Maps and Growing Neural Gas","display_name":"Optimization of Combining of Self Organizing Maps and Growing Neural Gas","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2518155589","doi":"https://doi.org/10.1007/978-3-319-45378-1_25","mag":"2518155589"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-45378-1_25","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-45378-1_25","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-319-45378-1_25.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-319-45378-1_25.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065869896","display_name":"Luk\u00e1\u0161 Voj\u00e1\u010dek","orcid":"https://orcid.org/0000-0002-7448-3477"},"institutions":[{"id":"https://openalex.org/I142208455","display_name":"VSB - Technical University of Ostrava","ror":"https://ror.org/05x8mcb75","country_code":"CZ","type":"education","lineage":["https://openalex.org/I142208455"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"Luk\u00e1\u0161 Voj\u00e1\u010dek","raw_affiliation_strings":["IT4Innovations, V\u0160B - Technical University of Ostrava, 17. listopadu 15/2172, 708 33, Ostrava, Czech Republic"],"affiliations":[{"raw_affiliation_string":"IT4Innovations, V\u0160B - Technical University of Ostrava, 17. listopadu 15/2172, 708 33, Ostrava, Czech Republic","institution_ids":["https://openalex.org/I142208455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058138748","display_name":"Pavla Dr\u00e1\u017edilov\u00e1","orcid":"https://orcid.org/0000-0001-6668-9187"},"institutions":[{"id":"https://openalex.org/I142208455","display_name":"VSB - Technical University of Ostrava","ror":"https://ror.org/05x8mcb75","country_code":"CZ","type":"education","lineage":["https://openalex.org/I142208455"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Pavla Dr\u00e1\u017edilov\u00e1","raw_affiliation_strings":["Department of Computer Science, V\u0160B - Technical University of Ostrava, 17. listopadu 15/2172, 708 33, Ostrava, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, V\u0160B - Technical University of Ostrava, 17. listopadu 15/2172, 708 33, Ostrava, Czech Republic","institution_ids":["https://openalex.org/I142208455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035239829","display_name":"Ji\u0159\u00ed Dvorsk\u00fd","orcid":"https://orcid.org/0000-0003-3787-9533"},"institutions":[{"id":"https://openalex.org/I142208455","display_name":"VSB - Technical University of Ostrava","ror":"https://ror.org/05x8mcb75","country_code":"CZ","type":"education","lineage":["https://openalex.org/I142208455"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Ji\u0159\u00ed Dvorsk\u00fd","raw_affiliation_strings":["Department of Computer Science, V\u0160B - Technical University of Ostrava, 17. listopadu 15/2172, 708 33, Ostrava, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, V\u0160B - Technical University of Ostrava, 17. listopadu 15/2172, 708 33, Ostrava, Czech Republic","institution_ids":["https://openalex.org/I142208455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5065869896"],"corresponding_institution_ids":["https://openalex.org/I142208455"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":0.3384,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.57235061,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"277","last_page":"286"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9970999956130981,"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":0.9970999956130981,"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9661999940872192,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/neural-gas","display_name":"Neural gas","score":0.9016844630241394},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7977621555328369},{"id":"https://openalex.org/keywords/self-organizing-map","display_name":"Self-organizing map","score":0.747911810874939},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7120624780654907},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.710257887840271},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.6356861591339111},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.5257914066314697},{"id":"https://openalex.org/keywords/data-pre-processing","display_name":"Data pre-processing","score":0.5021536350250244},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49793052673339844},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37209001183509827},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.320782870054245},{"id":"https://openalex.org/keywords/time-delay-neural-network","display_name":"Time delay neural network","score":0.2303280234336853}],"concepts":[{"id":"https://openalex.org/C90322556","wikidata":"https://www.wikidata.org/wiki/Q1981169","display_name":"Neural gas","level":4,"score":0.9016844630241394},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7977621555328369},{"id":"https://openalex.org/C111168008","wikidata":"https://www.wikidata.org/wiki/Q1136838","display_name":"Self-organizing map","level":3,"score":0.747911810874939},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7120624780654907},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.710257887840271},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.6356861591339111},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.5257914066314697},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.5021536350250244},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49793052673339844},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37209001183509827},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.320782870054245},{"id":"https://openalex.org/C175202392","wikidata":"https://www.wikidata.org/wiki/Q2434543","display_name":"Time delay neural network","level":3,"score":0.2303280234336853},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-319-45378-1_25","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-45378-1_25","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-319-45378-1_25.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:HAL:hal-01637519v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-01637519","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"15th IFIP International Conference on Computer Information Systems and Industrial Management (CISIM), Sep 2016, Vilnius, Lithuania. pp.277-286, ⟨10.1007/978-3-319-45378-1_25⟩","raw_type":"Conference papers"}],"best_oa_location":{"id":"doi:10.1007/978-3-319-45378-1_25","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-45378-1_25","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-319-45378-1_25.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6597222662","display_name":null,"funder_award_id":"LM2015070","funder_id":"https://openalex.org/F4320321005","funder_display_name":"Ministerstvo \u0160kolstv\u00ed, Ml\u00e1de\u017ee a T\u011blov\u00fdchovy"},{"id":"https://openalex.org/G8592267596","display_name":null,"funder_award_id":"LM201507","funder_id":"https://openalex.org/F4320321005","funder_display_name":"Ministerstvo \u0160kolstv\u00ed, Ml\u00e1de\u017ee a T\u011blov\u00fdchovy"}],"funders":[{"id":"https://openalex.org/F4320321005","display_name":"Ministerstvo \u0160kolstv\u00ed, Ml\u00e1de\u017ee a T\u011blov\u00fdchovy","ror":"https://ror.org/037n8p820"},{"id":"https://openalex.org/F4320324050","display_name":"Ostravsk\u00e1 Univerzita v Ostrav\u011b","ror":"https://ror.org/00pyqav47"},{"id":"https://openalex.org/F4320337144","display_name":"National Supercomputing Center, Korea Institute of Science and Technology Information","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2518155589.pdf","grobid_xml":"https://content.openalex.org/works/W2518155589.grobid-xml"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W58877601","https://openalex.org/W603376266","https://openalex.org/W1526684518","https://openalex.org/W1991848143","https://openalex.org/W2046947513","https://openalex.org/W2083620785","https://openalex.org/W2138754805","https://openalex.org/W2167909182","https://openalex.org/W2276364555","https://openalex.org/W3145217144","https://openalex.org/W4245176872"],"related_works":["https://openalex.org/W2989490741","https://openalex.org/W138569904","https://openalex.org/W2367545121","https://openalex.org/W4248881655","https://openalex.org/W2482165163","https://openalex.org/W3010890513","https://openalex.org/W3092506759","https://openalex.org/W2390914021","https://openalex.org/W2389417819","https://openalex.org/W3195278891"],"abstract_inverted_index":{"The":[0,74],"paper":[1],"deals":[2],"with":[3,43],"the":[4,53,59,79,85],"issue":[5],"of":[6,18,82],"high":[7],"dimensional":[8],"data":[9,19,86],"clustering.":[10],"One":[11],"possible":[12],"way":[13],"to":[14],"cluster":[15,55],"this":[16],"kind":[17],"is":[20,56,76],"based":[21],"on":[22,52,69,78],"Artificial":[23],"Neural":[24,30,41],"Networks":[25],"(ANN)":[26],"such":[27],"as":[28],"Growing":[29,40],"Gas":[31,42],"(GNG)":[32],"or":[33],"Self":[34,46],"Organizing":[35,47],"Maps":[36],"(SOM).":[37],"Parallel":[38],"modification,":[39],"pre-processing":[44],"by":[45],"Maps,":[48],"and":[49,84],"its":[50],"implementation":[51],"HPC":[54],"presented":[57],"in":[58],"paper.":[60],"Some":[61],"experimental":[62],"results":[63],"are":[64,89],"also":[65],"presented.":[66],"We":[67],"focus":[68],"effective":[70],"preprocessing":[71],"for":[72,87],"GNG.":[73],"clustering":[75],"realized":[77],"output":[80],"layer":[81],"SOM":[83],"GNG":[88],"distributed":[90],"into":[91],"parallel":[92],"processes.":[93]},"counts_by_year":[{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}