{"id":"https://openalex.org/W2758291000","doi":"https://doi.org/10.1504/ijssc.2017.10008032","title":"Acceleration of the K-means algorithm by removing stable items","display_name":"Acceleration of the K-means algorithm by removing stable items","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2758291000","doi":"https://doi.org/10.1504/ijssc.2017.10008032","mag":"2758291000"},"language":"en","primary_location":{"id":"doi:10.1504/ijssc.2017.10008032","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijssc.2017.10008032","pdf_url":null,"source":{"id":"https://openalex.org/S2764966908","display_name":"International Journal of Space-Based and Situated Computing","issn_l":"2044-4893","issn":["2044-4893","2044-4907"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Space-Based and Situated Computing","raw_type":"journal-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/A5100757801","display_name":"Joaqu\u00edn P\u00e9rez","orcid":"https://orcid.org/0000-0003-1877-8884"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Joaqu\u00edn P\u00e9rez","raw_affiliation_strings":["Technological Institute of Ciudad Victoria, Ciudad Victoria, Tamaulipas, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technological Institute of Ciudad Victoria, Ciudad Victoria, Tamaulipas, Mexico","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Pascual Montes","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pascual Montes","raw_affiliation_strings":["Technological Institute of Ciudad Victoria, Ciudad Victoria, Tamaulipas, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technological Institute of Ciudad Victoria, Ciudad Victoria, Tamaulipas, Mexico","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088723577","display_name":"Adriana Mexicano","orcid":"https://orcid.org/0000-0002-8045-7558"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Adriana Mexicano","raw_affiliation_strings":["Technological Institute of Ciudad Victoria, Ciudad Victoria, Tamaulipas, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technological Institute of Ciudad Victoria, Ciudad Victoria, Tamaulipas, Mexico","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016228841","display_name":"Ricardo Rodr\u00edguez Jorge","orcid":"https://orcid.org/0000-0002-4575-5082"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ricardo Rodriguez Jorge","raw_affiliation_strings":["Technological Institute of Ciudad Victoria, Ciudad Victoria, Tamaulipas, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technological Institute of Ciudad Victoria, Ciudad Victoria, Tamaulipas, Mexico","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5064,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.75398677,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"7","issue":"2","first_page":"72","last_page":"72"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9839000105857849,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9839000105857849,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9828000068664551,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.916100025177002,"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/computer-science","display_name":"Computer science","score":0.7484984397888184},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.6941990256309509},{"id":"https://openalex.org/keywords/acceleration","display_name":"Acceleration","score":0.6788457036018372},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.6456027030944824},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.6286135911941528},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5846533179283142},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.4672662317752838},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.45429176092147827},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20008975267410278},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15479061007499695}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7484984397888184},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.6941990256309509},{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.6788457036018372},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.6456027030944824},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.6286135911941528},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5846533179283142},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.4672662317752838},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.45429176092147827},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20008975267410278},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15479061007499695},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","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},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1504/ijssc.2017.10008032","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijssc.2017.10008032","pdf_url":null,"source":{"id":"https://openalex.org/S2764966908","display_name":"International Journal of Space-Based and Situated Computing","issn_l":"2044-4893","issn":["2044-4893","2044-4907"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Space-Based and Situated Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2390829436","https://openalex.org/W1989791859","https://openalex.org/W2565094479","https://openalex.org/W602859758","https://openalex.org/W2046435967","https://openalex.org/W2069304052","https://openalex.org/W2355299259","https://openalex.org/W2382846283","https://openalex.org/W2379400063","https://openalex.org/W1982458038"],"abstract_inverted_index":{"This":[0,60],"work":[1],"presents":[2],"an":[3,25],"approach":[4,15,61,114],"for":[5,127],"enhancing":[6],"the":[7,11,29,33,36,51,55,65,69,85,88,112,119,128],"K-means":[8],"algorithm":[9],"in":[10,17,28,50,54,76,147],"classification":[12,52],"phase.":[13],"The":[14,122],"consists":[16],"a":[18,139,145],"heuristic,":[19],"which":[20],"at":[21],"each":[22],"time":[23,67,117,140],"that":[24,111],"object":[26],"remains":[27],"same":[30],"group,":[31],"between":[32],"current":[34,56],"and":[35,44,57,87,92,97],"previous":[37],"iteration,":[38],"it":[39,45,106,132],"is":[40,46],"identified":[41],"as":[42],"stable":[43],"removed":[47],"from":[48],"computations":[49],"phase":[53],"subsequent":[58],"iterations.":[59],"helps":[62],"to":[63,109],"reduce":[64],"execution":[66],"of":[68,142,149],"standard":[70,86,120],"version.":[71],"It":[72],"can":[73],"be":[74],"useful":[75],"big":[77],"data":[78],"applications.":[79],"For":[80],"evaluating":[81],"computational":[82],"results,":[83],"both":[84,104],"proposal":[89],"were":[90],"implemented":[91],"executed":[93],"using":[94],"three":[95],"synthetic":[96],"seven":[98],"well-known":[99],"real":[100],"instances.":[101],"After":[102],"testing":[103],"versions,":[105],"was":[107,125,133],"possible":[108],"validate":[110],"proposed":[113],"spends":[115],"less":[116],"than":[118],"one.":[121],"best":[123],"result":[124],"obtained":[126],"transactions":[129],"instance":[130],"when":[131],"grouped":[134],"into":[135],"200":[136],"clusters,":[137],"achieving":[138],"reduction":[141,146],"90.1%":[143],"with":[144],"quality":[148],"3.97%.":[150]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
