{"id":"https://openalex.org/W7154578791","doi":"https://doi.org/10.14428/esann/2026.es2026-263","title":"Effects of a Parametrized Neighborhood Family on the Quality of Self-Organizing Maps","display_name":"Effects of a Parametrized Neighborhood Family on the Quality of Self-Organizing Maps","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7154578791","doi":"https://doi.org/10.14428/esann/2026.es2026-263"},"language":null,"primary_location":{"id":"doi:10.14428/esann/2026.es2026-263","is_oa":true,"landing_page_url":"https://doi.org/10.14428/esann/2026.es2026-263","pdf_url":"https://doi.org/10.14428/esann/2026.es2026-263","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2026 proceesdings","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.14428/esann/2026.es2026-263","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5133731961","display_name":"Cesar Cardenas","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cesar Cardenas","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5009569707","display_name":"Erzs\u00e9bet Mer\u00e9nyi","orcid":"https://orcid.org/0000-0001-8705-6186"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Erzs\u00e9bet Mer\u00e9nyi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.56148026,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"649","last_page":"654"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.18479999899864197,"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":0.18479999899864197,"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/T11904","display_name":"Spatial Cognition and Navigation","score":0.08089999854564667,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12784","display_name":"Modular Robots and Swarm Intelligence","score":0.07569999992847443,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/quality","display_name":"Quality (philosophy)","score":0.5404000282287598},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.3361999988555908},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.27889999747276306},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.2727000117301941},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.27059999108314514}],"concepts":[{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5404000282287598},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4302000105381012},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.38920000195503235},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.3361999988555908},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2872999906539917},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.27889999747276306},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.2727000117301941},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.27059999108314514},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2702000141143799},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.2632000148296356},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.2554999887943268},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.2524000108242035}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.14428/esann/2026.es2026-263","is_oa":true,"landing_page_url":"https://doi.org/10.14428/esann/2026.es2026-263","pdf_url":"https://doi.org/10.14428/esann/2026.es2026-263","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2026 proceesdings","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.14428/esann/2026.es2026-263","is_oa":true,"landing_page_url":"https://doi.org/10.14428/esann/2026.es2026-263","pdf_url":"https://doi.org/10.14428/esann/2026.es2026-263","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2026 proceesdings","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.4957978427410126}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7154578791.pdf","grobid_xml":"https://content.openalex.org/works/W7154578791.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"We":[0],"present":[1],"a":[2],"parametrized":[3],"family":[4],"of":[5,15,21],"neighborhood":[6],"functions":[7],"and":[8,35,38],"experiments":[9],"to":[10,25],"analyze":[11],"the":[12,19,31,42],"isolated":[13],"effects":[14],"their":[16],"shapes":[17],"on":[18],"quality":[20,47],"SOM":[22,46],"representations.There":[23],"appears":[24],"be":[26],"an":[27],"emerging":[28],"trend":[29],"in":[30],"relationship":[32],"between":[33],"topological":[34],"quantization":[36],"errors,":[37],"Shannon":[39],"entropy.We":[40],"highlight":[41],"trade-offs":[43],"among":[44],"these":[45],"measures.":[48]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-04-17T00:00:00"}