{"id":"https://openalex.org/W2110335938","doi":"https://doi.org/10.1109/fskd.2011.6019660","title":"Research on consumer's consumption behavior based on ant system","display_name":"Research on consumer's consumption behavior based on ant system","publication_year":2011,"publication_date":"2011-07-01","ids":{"openalex":"https://openalex.org/W2110335938","doi":"https://doi.org/10.1109/fskd.2011.6019660","mag":"2110335938"},"language":"en","primary_location":{"id":"doi:10.1109/fskd.2011.6019660","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fskd.2011.6019660","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 Eighth International Conference on Fuzzy Systems and Knowledge Discovery (FSKD)","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/A5101614043","display_name":"Chong Wang","orcid":"https://orcid.org/0000-0001-6343-3442"},"institutions":[{"id":"https://openalex.org/I2801481043","display_name":"Jiangsu Ocean University","ror":"https://ror.org/031zps173","country_code":"CN","type":"education","lineage":["https://openalex.org/I2801481043"]},{"id":"https://openalex.org/I1335490905","display_name":"Synopsys (Switzerland)","ror":"https://ror.org/03mb54f81","country_code":"CH","type":"company","lineage":["https://openalex.org/I1335490905","https://openalex.org/I4210088951"]}],"countries":["CH","CN"],"is_corresponding":true,"raw_author_name":"Chong Wang","raw_affiliation_strings":["Synopsys","Business School, Huaihai Institute of Technology, Lianyungang, 222000, China"],"affiliations":[{"raw_affiliation_string":"Synopsys","institution_ids":["https://openalex.org/I1335490905"]},{"raw_affiliation_string":"Business School, Huaihai Institute of Technology, Lianyungang, 222000, China","institution_ids":["https://openalex.org/I2801481043"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006041868","display_name":"Yanqing Wang","orcid":"https://orcid.org/0000-0002-5961-0482"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I1335490905","display_name":"Synopsys (Switzerland)","ror":"https://ror.org/03mb54f81","country_code":"CH","type":"company","lineage":["https://openalex.org/I1335490905","https://openalex.org/I4210088951"]}],"countries":["CH","CN"],"is_corresponding":false,"raw_author_name":"Yanqing Wang","raw_affiliation_strings":["Synopsys","School of management, Harbin Institute of Technology, 150001, China"],"affiliations":[{"raw_affiliation_string":"Synopsys","institution_ids":["https://openalex.org/I1335490905"]},{"raw_affiliation_string":"School of management, Harbin Institute of Technology, 150001, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101614043"],"corresponding_institution_ids":["https://openalex.org/I1335490905","https://openalex.org/I2801481043"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16642239,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2","issue":null,"first_page":"1162","last_page":"1166"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9915000200271606,"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":0.9915000200271606,"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/T12384","display_name":"Customer churn and segmentation","score":0.9904000163078308,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.923799991607666,"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/cluster-analysis","display_name":"Cluster analysis","score":0.7315269112586975},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6597094535827637},{"id":"https://openalex.org/keywords/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.6196994185447693},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.5815052390098572},{"id":"https://openalex.org/keywords/consumer-behaviour","display_name":"Consumer behaviour","score":0.576411783695221},{"id":"https://openalex.org/keywords/credit-card","display_name":"Credit card","score":0.49915313720703125},{"id":"https://openalex.org/keywords/simulated-annealing","display_name":"Simulated annealing","score":0.47884559631347656},{"id":"https://openalex.org/keywords/competition","display_name":"Competition (biology)","score":0.4778023362159729},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4743726849555969},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40926092863082886},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3054875135421753},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2702208161354065},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.23600637912750244},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.19526132941246033}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7315269112586975},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6597094535827637},{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.6196994185447693},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.5815052390098572},{"id":"https://openalex.org/C23213687","wikidata":"https://www.wikidata.org/wiki/Q301468","display_name":"Consumer behaviour","level":2,"score":0.576411783695221},{"id":"https://openalex.org/C2983355114","wikidata":"https://www.wikidata.org/wiki/Q161380","display_name":"Credit card","level":3,"score":0.49915313720703125},{"id":"https://openalex.org/C126980161","wikidata":"https://www.wikidata.org/wiki/Q863783","display_name":"Simulated annealing","level":2,"score":0.47884559631347656},{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.4778023362159729},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4743726849555969},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40926092863082886},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3054875135421753},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2702208161354065},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.23600637912750244},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.19526132941246033},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C145097563","wikidata":"https://www.wikidata.org/wiki/Q1148747","display_name":"Payment","level":2,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fskd.2011.6019660","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fskd.2011.6019660","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 Eighth International Conference on Fuzzy Systems and Knowledge Discovery (FSKD)","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":17,"referenced_works":["https://openalex.org/W1550045403","https://openalex.org/W1978380673","https://openalex.org/W1980317569","https://openalex.org/W1993796605","https://openalex.org/W1996926811","https://openalex.org/W2039902065","https://openalex.org/W2058956948","https://openalex.org/W2076856120","https://openalex.org/W2099689253","https://openalex.org/W2103868202","https://openalex.org/W2107303832","https://openalex.org/W2107941094","https://openalex.org/W2108395200","https://openalex.org/W2141585940","https://openalex.org/W2164791656","https://openalex.org/W2166559705","https://openalex.org/W4247446713"],"related_works":["https://openalex.org/W2182624400","https://openalex.org/W2365800168","https://openalex.org/W2767428579","https://openalex.org/W1992807692","https://openalex.org/W2078492738","https://openalex.org/W3014549013","https://openalex.org/W2366876790","https://openalex.org/W1971984784","https://openalex.org/W4229070275","https://openalex.org/W1968230807"],"abstract_inverted_index":{"With":[0],"the":[1,20,105,110,121],"market":[2],"competition":[3],"being":[4],"increasingly":[5],"intensive,":[6],"it":[7],"is":[8,71,107,123],"necessary":[9],"for":[10,39,65,81,93,128],"company":[11],"to":[12,17,22,56,73,95,99,140],"carry":[13],"out":[14],"one-to-one":[15],"marketing":[16],"consumers.":[18],"Therefore,":[19],"ability":[21],"predict":[23],"consumer's":[24,58,67,83,114,130,142],"consumption":[25,59,84,143],"behavior":[26],"basing":[27],"on":[28,51],"data":[29,60,76,127],"mining":[30],"has":[31],"become":[32],"a":[33,46],"key":[34],"source":[35],"of":[36,112],"competitive":[37],"advantage":[38],"company.":[40],"In":[41],"this":[42,136],"paper,":[43],"we":[44],"propose":[45],"novel":[47,87],"algorithm,":[48],"which":[49],"bases":[50],"ant":[52],"colony":[53],"optimization":[54],"(ACO)":[55],"cluster":[57],"sets":[61],"with":[62],"different":[63],"favor":[64],"predicting":[66,141],"behavior.":[68,85,131,144],"The":[69,86,118,132],"algorithm":[70,88,106,122],"applied":[72],"grouping":[74],"consumer":[75],"into":[77],"classes":[78],"or":[79],"clusters":[80],"revealing":[82],"adopts":[89],"simulated":[90],"annealing":[91],"concept":[92],"ants":[94],"decreasingly":[96],"visit":[97],"cities":[98],"get":[100],"local":[101],"optimal":[102],"solutions.":[103],"Finally,":[104],"validated":[108],"by":[109],"example":[111],"clustering":[113,126],"credit":[115],"card":[116],"data.":[117],"result":[119],"indicates":[120],"successful":[124],"in":[125,135],"analyzing":[129],"research":[133],"presented":[134],"paper":[137],"makes":[138],"contribution":[139]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}