{"id":"https://openalex.org/W2169219194","doi":"https://doi.org/10.1145/2507157.2508072","title":"Agent-based computational investing recommender system","display_name":"Agent-based computational investing recommender system","publication_year":2013,"publication_date":"2013-10-12","ids":{"openalex":"https://openalex.org/W2169219194","doi":"https://doi.org/10.1145/2507157.2508072","mag":"2169219194"},"language":"en","primary_location":{"id":"doi:10.1145/2507157.2508072","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2507157.2508072","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 7th ACM conference on Recommender systems","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":null,"display_name":"Mona Taghavi","orcid":null},"institutions":[{"id":"https://openalex.org/I885383172","display_name":"National University of Malaysia","ror":"https://ror.org/00bw8d226","country_code":"MY","type":"education","lineage":["https://openalex.org/I885383172"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mona Taghavi","raw_affiliation_strings":["Universiti Kebangsaan Malaysia (The National University of Malaysia), Bangi, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universiti Kebangsaan Malaysia (The National University of Malaysia), Bangi, Malaysia","institution_ids":["https://openalex.org/I885383172"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068902074","display_name":"Kaveh Bakhtiyari","orcid":"https://orcid.org/0000-0001-9357-9063"},"institutions":[{"id":"https://openalex.org/I885383172","display_name":"National University of Malaysia","ror":"https://ror.org/00bw8d226","country_code":"MY","type":"education","lineage":["https://openalex.org/I885383172"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Kaveh Bakhtiyari","raw_affiliation_strings":["Universiti Kebangsaan Malaysia (The National University of Malaysia) / University of Duisburg-Essen, Bangi / Duisburg, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universiti Kebangsaan Malaysia (The National University of Malaysia) / University of Duisburg-Essen, Bangi / Duisburg, Malaysia","institution_ids":["https://openalex.org/I885383172"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053592058","display_name":"Edgar Scavino","orcid":"https://orcid.org/0000-0002-0984-7449"},"institutions":[{"id":"https://openalex.org/I885383172","display_name":"National University of Malaysia","ror":"https://ror.org/00bw8d226","country_code":"MY","type":"education","lineage":["https://openalex.org/I885383172"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Edgar Scavino","raw_affiliation_strings":["Universiti Kebangsaan Malaysia (The National University of Malaysia), Bangi, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universiti Kebangsaan Malaysia (The National University of Malaysia), Bangi, Malaysia","institution_ids":["https://openalex.org/I885383172"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I885383172"],"apc_list":null,"apc_paid":null,"fwci":4.6897,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.9495948,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"455","last_page":"458"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.9664999842643738,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10047","display_name":"Financial Markets and Investment Strategies","score":0.9584000110626221,"subfield":{"id":"https://openalex.org/subfields/2003","display_name":"Finance"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.803019642829895},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.7668881416320801},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5985697507858276},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.4778710901737213},{"id":"https://openalex.org/keywords/financial-market","display_name":"Financial market","score":0.4636460840702057},{"id":"https://openalex.org/keywords/macro","display_name":"Macro","score":0.4479135274887085},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3577077388763428},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.3209362328052521},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2125633955001831}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.803019642829895},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.7668881416320801},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5985697507858276},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.4778710901737213},{"id":"https://openalex.org/C19244329","wikidata":"https://www.wikidata.org/wiki/Q208697","display_name":"Financial market","level":2,"score":0.4636460840702057},{"id":"https://openalex.org/C166955791","wikidata":"https://www.wikidata.org/wiki/Q629579","display_name":"Macro","level":2,"score":0.4479135274887085},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3577077388763428},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.3209362328052521},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2125633955001831},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2507157.2508072","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2507157.2508072","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 7th ACM conference on Recommender systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W169273301","https://openalex.org/W192319393","https://openalex.org/W1966553486","https://openalex.org/W1972178529","https://openalex.org/W1987742866","https://openalex.org/W2018408827","https://openalex.org/W2049727806","https://openalex.org/W2107443596","https://openalex.org/W2108514144","https://openalex.org/W2128467430","https://openalex.org/W2133875455","https://openalex.org/W2150018006","https://openalex.org/W2997530209","https://openalex.org/W4253305058"],"related_works":["https://openalex.org/W1484355083","https://openalex.org/W2772628444","https://openalex.org/W4220714703","https://openalex.org/W2735929803","https://openalex.org/W2170391450","https://openalex.org/W2098758514","https://openalex.org/W3008845055","https://openalex.org/W2041004656","https://openalex.org/W4376854386","https://openalex.org/W2508671622"],"abstract_inverted_index":{"The":[0,105,113,133],"fast":[1],"development":[2],"of":[3,56],"computing":[4],"and":[5,18,24,58,64,110,124,142],"communication":[6],"has":[7],"reformed":[8],"the":[9,43,48,65,92,97,125,137,152,156],"financial":[10],"markets'":[11],"dynamics.":[12],"Nowadays":[13],"many":[14],"people":[15],"are":[16,33,145],"investing":[17,140],"trading":[19],"stocks":[20,44,63,95,122],"through":[21],"online":[22],"channels":[23],"having":[25],"access":[26],"to":[27,36,60,89,101,128,130,150,155],"real-time":[28],"market":[29,149],"information":[30,45],"efficiently.":[31],"There":[32],"more":[34],"opportunities":[35],"lose":[37],"or":[38],"make":[39],"money":[40],"with":[41],"all":[42],"available":[46,66],"throughout":[47],"World;":[49],"however,":[50],"one":[51],"should":[52],"spend":[53],"a":[54,72,75,85],"lot":[55],"effort":[57],"time":[59,99],"follow":[61],"those":[62],"instant":[67],"information.":[68],"This":[69,82],"paper":[70],"presents":[71],"preliminary":[73],"regarding":[74],"multi-agent":[76],"recommender":[77],"system":[78,83],"for":[79],"computational":[80],"investing.":[81],"utilizes":[84],"hybrid":[86,106],"filtering":[87],"technique":[88,107],"adaptively":[90],"recommend":[91,151],"most":[93],"profitable":[94],"at":[96],"right":[98],"according":[100],"investor's":[102],"personal":[103],"favour.":[104],"includes":[108],"collaborative":[109,134],"content-based":[111,114],"filtering.":[112],"model":[115],"uses":[116],"investor":[117,138],"preferences,":[118],"influencing":[119],"macro-economic":[120],"factors,":[121],"profiles":[123],"predicted":[126],"trend":[127],"tailor":[129],"its":[131],"advices.":[132],"filter":[135],"assesses":[136],"pairs'":[139],"behaviours":[141],"actions":[143],"that":[144],"proficient":[146],"in":[147],"economic":[148],"similar":[153],"ones":[154],"target":[157],"investor.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":3},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":5}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}