{"id":"https://openalex.org/W2603442909","doi":"https://doi.org/10.1109/taai.2016.7880109","title":"User behavior analysis and commodity recommendation for point-earning apps","display_name":"User behavior analysis and commodity recommendation for point-earning apps","publication_year":2016,"publication_date":"2016-11-01","ids":{"openalex":"https://openalex.org/W2603442909","doi":"https://doi.org/10.1109/taai.2016.7880109","mag":"2603442909"},"language":"en","primary_location":{"id":"doi:10.1109/taai.2016.7880109","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taai.2016.7880109","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 Conference on Technologies and Applications of Artificial Intelligence (TAAI)","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/A5103060237","display_name":"Yu\u2010Ching Chen","orcid":"https://orcid.org/0000-0001-9782-5137"},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Ching Chen","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Central University, Taoyuan, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Central University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035802206","display_name":"Chia-Ching Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Ching Yang","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Central University, Taoyuan, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Central University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069985191","display_name":"Yan-Jian Liau","orcid":null},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yan-Jian Liau","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Central University, Taoyuan, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Central University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078524542","display_name":"Chia\u2010Hui Chang","orcid":"https://orcid.org/0000-0002-1101-6337"},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Hui Chang","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Central University, Taoyuan, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Central University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078004690","display_name":"Pin-Liang Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I3141939062","display_name":"Institute for Information Industry","ror":"https://ror.org/01d8kr740","country_code":"TW","type":"nonprofit","lineage":["https://openalex.org/I3141939062"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Pin-Liang Chen","raw_affiliation_strings":["Institute for Information Industry, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Information Industry, Taipei, Taiwan","institution_ids":["https://openalex.org/I3141939062"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111458344","display_name":"Ping-Che Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I3141939062","display_name":"Institute for Information Industry","ror":"https://ror.org/01d8kr740","country_code":"TW","type":"nonprofit","lineage":["https://openalex.org/I3141939062"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ping-Che Yang","raw_affiliation_strings":["Institute for Information Industry, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Information Industry, Taipei, Taiwan","institution_ids":["https://openalex.org/I3141939062"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084606605","display_name":"Tsun Ku","orcid":null},"institutions":[{"id":"https://openalex.org/I3141939062","display_name":"Institute for Information Industry","ror":"https://ror.org/01d8kr740","country_code":"TW","type":"nonprofit","lineage":["https://openalex.org/I3141939062"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Tsun Ku","raw_affiliation_strings":["Institute for Information Industry, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Information Industry, Taipei, Taiwan","institution_ids":["https://openalex.org/I3141939062"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.0711,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.91177075,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"170","last_page":"177"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9987000226974487,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9987000226974487,"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/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.9958000183105469,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7895805835723877},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7204314470291138},{"id":"https://openalex.org/keywords/purchasing","display_name":"Purchasing","score":0.6244521141052246},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5381333231925964},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.4807888865470886},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4682024121284485},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.44989651441574097},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.4489974081516266},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.42716801166534424},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.41434726119041443},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.18436679244041443},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1833752989768982}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7895805835723877},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7204314470291138},{"id":"https://openalex.org/C2778813691","wikidata":"https://www.wikidata.org/wiki/Q1369832","display_name":"Purchasing","level":2,"score":0.6244521141052246},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5381333231925964},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.4807888865470886},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4682024121284485},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.44989651441574097},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.4489974081516266},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.42716801166534424},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.41434726119041443},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.18436679244041443},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1833752989768982},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"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:10.1109/taai.2016.7880109","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taai.2016.7880109","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 Conference on Technologies and Applications of Artificial Intelligence (TAAI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1525595230","https://openalex.org/W1554829397","https://openalex.org/W1673941785","https://openalex.org/W2038035685","https://openalex.org/W2113858518","https://openalex.org/W2145360759","https://openalex.org/W2153635508","https://openalex.org/W6637259173","https://openalex.org/W7015831105"],"related_works":["https://openalex.org/W2772628444","https://openalex.org/W2735929803","https://openalex.org/W4220714703","https://openalex.org/W1484355083","https://openalex.org/W3008845055","https://openalex.org/W2098758514","https://openalex.org/W4376854386","https://openalex.org/W2202724490","https://openalex.org/W2508671622","https://openalex.org/W2556532874"],"abstract_inverted_index":{"In":[0,130],"recent":[1],"years,":[2],"due":[3],"to":[4,52,114,132,145,155],"the":[5,83,94,120,161],"rapid":[6],"development":[7],"of":[8,35,122,163],"e-commerce,":[9],"personalized":[10],"recommendation":[11,19,55,65,165],"systems":[12,20],"have":[13,104],"prevailed":[14],"in":[15,82,110,126,151],"product":[16,90],"marketing.":[17],"However,":[18],"rely":[21],"heavily":[22],"on":[23],"big":[24],"data,":[25,149],"creating":[26],"a":[27,43,54,63,123],"difficult":[28],"situation":[29],"for":[30,62],"businesses":[31],"at":[32],"initial":[33],"stages":[34],"development.":[36],"We":[37],"design":[38],"several":[39],"methods":[40],"-":[41,51],"including":[42],"traditional":[44],"classifier,":[45],"heuristic":[46],"scoring,":[47],"and":[48,57,141],"machine":[49],"learning":[50],"build":[53],"system":[56,66],"integrate":[58],"content-based":[59],"collaborative":[60],"filtering":[61],"hybrid":[64],"using":[67],"Co-Clustering":[68],"with":[69],"Augmented":[70],"Matrices":[71],"(CCAM).":[72],"The":[73],"source,":[74],"which":[75],"include":[76],"users'":[77],"persona":[78],"from":[79,93,153],"action":[80],"taken":[81],"app":[84],"&":[85],"Facebook":[86],"as":[87,89],"well":[88],"information":[91],"derived":[92],"web.":[95],"For":[96],"this":[97],"particular":[98],"app,":[99],"more":[100],"than":[101,107],"50%":[102],"users":[103,140],"clicks":[105],"less":[106],"10":[108],"times":[109],"1.5":[111],"year":[112],"leading":[113],"insufficient":[115],"data.":[116],"Thus,":[117],"we":[118,137],"face":[119],"challenge":[121],"cold-start":[124],"problem":[125],"analyzing":[127],"user":[128],"information.":[129],"order":[131],"obtain":[133],"sufficient":[134],"purchasing":[135],"records,":[136],"analyzed":[138],"frequent":[139],"used":[142],"web":[143],"crawlers":[144],"enhance":[146],"our":[147,164],"item-based":[148],"resulting":[150],"F-scores":[152],"0.756":[154],"0.802.":[156],"Heuristic":[157],"scoring":[158],"greatly":[159],"enhances":[160],"efficiency":[162],"system.":[166]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
