{"id":"https://openalex.org/W1628958915","doi":"https://doi.org/10.1109/icinfa.2015.7279802","title":"Employing F-MADM to derive user preference model from item features and rating information for personalized recommendation","display_name":"Employing F-MADM to derive user preference model from item features and rating information for personalized recommendation","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W1628958915","doi":"https://doi.org/10.1109/icinfa.2015.7279802","mag":"1628958915"},"language":"en","primary_location":{"id":"doi:10.1109/icinfa.2015.7279802","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icinfa.2015.7279802","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Conference on Information and Automation","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/A5014482509","display_name":"Jing Zhang","orcid":"https://orcid.org/0000-0003-2541-4923"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jing Zhang","raw_affiliation_strings":["Systems Engineering Institute, Xi'an Jiaotong University, Xi'an, Shaanxi Province, China","Systems Engineering Institute and School of Electronic and Information Engineering, Xi'an Jiaotong University, Shaanxi Province, China"],"affiliations":[{"raw_affiliation_string":"Systems Engineering Institute, Xi'an Jiaotong University, Xi'an, Shaanxi Province, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Systems Engineering Institute and School of Electronic and Information Engineering, Xi'an Jiaotong University, Shaanxi Province, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074144985","display_name":"Qinke Peng","orcid":"https://orcid.org/0000-0002-5448-8529"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinke Peng","raw_affiliation_strings":["Systems Engineering Institute, Xi'an Jiaotong University, Xi'an, Shaanxi Province, China","Systems Engineering Institute and School of Electronic and Information Engineering, Xi'an Jiaotong University, Shaanxi Province, China"],"affiliations":[{"raw_affiliation_string":"Systems Engineering Institute, Xi'an Jiaotong University, Xi'an, Shaanxi Province, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Systems Engineering Institute and School of Electronic and Information Engineering, Xi'an Jiaotong University, Shaanxi Province, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048884064","display_name":"Shiquan Sun","orcid":"https://orcid.org/0000-0002-9150-6992"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiquan Sun","raw_affiliation_strings":["Systems Engineering Institute, Xi'an Jiaotong University, Xi'an, Shaanxi Province, China","Systems Engineering Institute and School of Electronic and Information Engineering, Xi'an Jiaotong University, Shaanxi Province, China"],"affiliations":[{"raw_affiliation_string":"Systems Engineering Institute, Xi'an Jiaotong University, Xi'an, Shaanxi Province, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Systems Engineering Institute and School of Electronic and Information Engineering, Xi'an Jiaotong University, Shaanxi Province, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101677314","display_name":"Tao Zhong","orcid":"https://orcid.org/0000-0003-1210-9268"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Zhong","raw_affiliation_strings":["Systems Engineering Institute, Xi'an Jiaotong University, Xi'an, Shaanxi Province, China","Systems Engineering Institute and School of Electronic and Information Engineering, Xi'an Jiaotong University, Shaanxi Province, China"],"affiliations":[{"raw_affiliation_string":"Systems Engineering Institute, Xi'an Jiaotong University, Xi'an, Shaanxi Province, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Systems Engineering Institute and School of Electronic and Information Engineering, Xi'an Jiaotong University, Shaanxi Province, China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5014482509"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":0.7946,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.79879059,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"19","issue":null,"first_page":"2997","last_page":"3002"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9679999947547913,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.9603000283241272,"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/movielens","display_name":"MovieLens","score":0.8683501482009888},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7665756940841675},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.720116913318634},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.7183964848518372},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5873346328735352},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5781428217887878},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5390429496765137},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5252867937088013},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5193542242050171},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.4800173342227936},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4564495086669922},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.410347580909729},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11331519484519958},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08538496494293213}],"concepts":[{"id":"https://openalex.org/C2776156558","wikidata":"https://www.wikidata.org/wiki/Q4353746","display_name":"MovieLens","level":4,"score":0.8683501482009888},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7665756940841675},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.720116913318634},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.7183964848518372},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5873346328735352},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5781428217887878},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5390429496765137},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5252867937088013},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5193542242050171},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.4800173342227936},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4564495086669922},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.410347580909729},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11331519484519958},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08538496494293213},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icinfa.2015.7279802","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icinfa.2015.7279802","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Conference on Information and Automation","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7799999713897705}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1532979622","https://openalex.org/W1543403517","https://openalex.org/W1967843633","https://openalex.org/W2003661036","https://openalex.org/W2021180937","https://openalex.org/W2029227505","https://openalex.org/W2037070201","https://openalex.org/W2051532229","https://openalex.org/W2077902965","https://openalex.org/W2078319317","https://openalex.org/W2088524577","https://openalex.org/W2092365176","https://openalex.org/W2101161011","https://openalex.org/W2122516730","https://openalex.org/W2136458823","https://openalex.org/W2148034949","https://openalex.org/W2153578526","https://openalex.org/W2365137510","https://openalex.org/W2377338968","https://openalex.org/W2506768821","https://openalex.org/W4231924012"],"related_works":["https://openalex.org/W2355698112","https://openalex.org/W2022984797","https://openalex.org/W4394818607","https://openalex.org/W2986679525","https://openalex.org/W2797500822","https://openalex.org/W2794458286","https://openalex.org/W4205822456","https://openalex.org/W4299358966","https://openalex.org/W2537367858","https://openalex.org/W4288082747"],"abstract_inverted_index":{"Considering":[0],"the":[1,19,25,135,156],"facts":[2],"that":[3,66],"people":[4],"access":[5],"to":[6,12,33,37,56,71,82,105,122],"item":[7,35,88,116],"information":[8,14,121],"more":[9],"easily":[10],"than":[11],"user":[13,16,26,39,94,99,124,132],"given":[15],"privacy,":[17],"and":[18,51,90,118],"features":[20,36,89,117],"of":[21,115,131,164],"items":[22],"selected":[23],"by":[24],"always":[27],"imply":[28],"his/her":[29],"preferences,":[30,125],"we":[31,60],"hope":[32],"utilize":[34],"mine":[38,123],"preferences":[40,133],"besides":[41],"ratings.":[42],"What":[43],"is":[44,54],"more,":[45],"ratings":[46,91],"are":[47],"often":[48],"linguistic":[49],"labels":[50],"fuzzy":[52,69,76],"set":[53],"tailor-made":[55],"represent":[57,72],"them.":[58],"Therefore,":[59],"propose":[61],"a":[62],"novel":[63],"recommendation":[64],"method":[65,109,145,154],"firstly":[67],"uses":[68],"sets":[70],"ratings;":[73],"secondly":[74],"applies":[75],"multiple":[77],"attributes":[78],"decision":[79],"making":[80],"(F-MADM)":[81],"build":[83],"optimization":[84,136],"models":[85,101],"based":[86,139],"on":[87,140,151],"for":[92],"determining":[93],"preference":[95,100],"models;":[96],"finally":[97],"combines":[98],"with":[102,146],"collaborative":[103],"filtering":[104],"make":[106],"recommendations.":[107],"This":[108],"not":[110],"only":[111],"makes":[112],"good":[113],"use":[114],"uncertain":[119],"rating":[120],"but":[126],"also":[127],"derives":[128],"explicit":[129],"model":[130,137],"from":[134],"constructed":[138],"F-MADM.":[141],"We":[142],"compare":[143],"our":[144],"other":[147],"widely":[148],"used":[149],"methods":[150],"MovieLens.":[152],"Our":[153],"achieves":[155],"best":[157],"accuracy":[158],"while":[159],"maintaining":[160],"an":[161],"acceptable":[162],"level":[163],"diversity.":[165]},"counts_by_year":[{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}