{"id":"https://openalex.org/W2016389969","doi":"https://doi.org/10.1145/2557500.2557526","title":"Improving business rating predictions using graph based features","display_name":"Improving business rating predictions using graph based features","publication_year":2014,"publication_date":"2014-02-18","ids":{"openalex":"https://openalex.org/W2016389969","doi":"https://doi.org/10.1145/2557500.2557526","mag":"2016389969"},"language":"en","primary_location":{"id":"doi:10.1145/2557500.2557526","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2557500.2557526","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th international conference on Intelligent User Interfaces","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/A5069182204","display_name":"Amit Tiroshi","orcid":null},"institutions":[{"id":"https://openalex.org/I91203450","display_name":"University of Haifa","ror":"https://ror.org/02f009v59","country_code":"IL","type":"education","lineage":["https://openalex.org/I91203450"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Amit Tiroshi","raw_affiliation_strings":["University of Haifa, Haifa, Israel",", University of Haifa, Haifa, Israel"],"affiliations":[{"raw_affiliation_string":"University of Haifa, Haifa, Israel","institution_ids":["https://openalex.org/I91203450"]},{"raw_affiliation_string":", University of Haifa, Haifa, Israel","institution_ids":["https://openalex.org/I91203450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047191996","display_name":"Shlomo Berkovsky","orcid":"https://orcid.org/0000-0003-2638-4121"},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shlomo Berkovsky","raw_affiliation_strings":["National ICT Australia, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia, Sydney, Australia","institution_ids":["https://openalex.org/I42894916"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040251515","display_name":"Mohamed Ali K\u00e2afar","orcid":"https://orcid.org/0000-0003-2714-0276"},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mohamed Ali Kaafar","raw_affiliation_strings":["National ICT Australia, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia, Sydney, Australia","institution_ids":["https://openalex.org/I42894916"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083922073","display_name":"David Vallet","orcid":null},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"David Vallet","raw_affiliation_strings":["National ICT Australia, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia, Sydney, Australia","institution_ids":["https://openalex.org/I42894916"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075613231","display_name":"Terence Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Terence Chen","raw_affiliation_strings":["National ICT Australia, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia, Sydney, Australia","institution_ids":["https://openalex.org/I42894916"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082219837","display_name":"Tsvi Kuflik","orcid":"https://orcid.org/0000-0003-0096-4240"},"institutions":[{"id":"https://openalex.org/I91203450","display_name":"University of Haifa","ror":"https://ror.org/02f009v59","country_code":"IL","type":"education","lineage":["https://openalex.org/I91203450"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Tsvi Kuflik","raw_affiliation_strings":["The University of Haifa, Haifa, Israel"],"affiliations":[{"raw_affiliation_string":"The University of Haifa, Haifa, Israel","institution_ids":["https://openalex.org/I91203450"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5069182204"],"corresponding_institution_ids":["https://openalex.org/I91203450"],"apc_list":null,"apc_paid":null,"fwci":10.2559,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.97771012,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"1","issue":null,"first_page":"17","last_page":"26"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":1.0,"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":1.0,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9948999881744385,"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"}},{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.984000027179718,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8256343603134155},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5313912630081177},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5272499322891235},{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.5208073854446411},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.49303099513053894},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4344446659088135},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4035361111164093},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3984827995300293},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3544725775718689},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2879457473754883}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8256343603134155},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5313912630081177},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5272499322891235},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.5208073854446411},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.49303099513053894},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4344446659088135},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4035361111164093},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3984827995300293},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3544725775718689},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2879457473754883},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2557500.2557526","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2557500.2557526","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th international conference on Intelligent User Interfaces","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W135811834","https://openalex.org/W153250912","https://openalex.org/W204615560","https://openalex.org/W893486657","https://openalex.org/W1530276735","https://openalex.org/W1560147776","https://openalex.org/W1577943759","https://openalex.org/W1599904921","https://openalex.org/W1854214752","https://openalex.org/W1967784045","https://openalex.org/W1967812664","https://openalex.org/W1980576395","https://openalex.org/W2027684023","https://openalex.org/W2054141820","https://openalex.org/W2080046063","https://openalex.org/W2081960165","https://openalex.org/W2103018059","https://openalex.org/W2108630796","https://openalex.org/W2111275322","https://openalex.org/W2123753389","https://openalex.org/W2124756613","https://openalex.org/W2132022337","https://openalex.org/W2145706747","https://openalex.org/W2147654806","https://openalex.org/W2149055390","https://openalex.org/W2171804848","https://openalex.org/W2406996511","https://openalex.org/W2911964244","https://openalex.org/W4245605774","https://openalex.org/W6605616076","https://openalex.org/W6624343464","https://openalex.org/W6635588883","https://openalex.org/W6657746466","https://openalex.org/W6681466106","https://openalex.org/W6713468891"],"related_works":["https://openalex.org/W2058118494","https://openalex.org/W2392768766","https://openalex.org/W2382021449","https://openalex.org/W2095118173","https://openalex.org/W2106424170","https://openalex.org/W1985426483","https://openalex.org/W2501188010","https://openalex.org/W4299935056","https://openalex.org/W2010935248","https://openalex.org/W2768810474"],"abstract_inverted_index":{"Many":[0],"types":[1],"of":[2,10,57,89,131,170],"recommender":[3],"systems":[4],"rely":[5],"on":[6],"a":[7,87,118],"rich":[8],"ensemble":[9],"user,":[11],"item,":[12],"and":[13,64,75,82,92,159,168],"context":[14],"features":[15,22,104,154],"when":[16],"generating":[17],"recommendations":[18],"for":[19,128,156],"users.":[20],"The":[21,112],"can":[23],"be":[24],"either":[25],"manually":[26],"engineered":[27],"or":[28],"automatically":[29,65,151],"extracted":[30],"from":[31],"the":[32,44,58,70,97,107,129,135,139,150,166],"available":[33],"data,":[34],"such":[35],"that":[36,105,120,149],"feature":[37],"engineering":[38],"becomes":[39],"an":[40],"important":[41],"step":[42],"in":[43,60],"recommendation":[45],"process.":[46],"In":[47],"this":[48],"work,":[49],"we":[50,85],"propose":[51],"to":[52,62,96,102,164],"leverage":[53],"graph":[54,80,90,98,153],"based":[55,99],"representation":[56],"data":[59,100,114],"order":[61],"generate":[63],"populate":[66,103],"features.":[67],"We":[68,133],"represent":[69],"standard":[71],"user-item":[72,109],"rating":[73],"matrix":[74],"some":[76],"domain":[77],"metadata,":[78],"as":[79],"vertices":[81],"edges.":[83],"Then,":[84],"apply":[86],"suite":[88],"theory":[91],"network":[93],"analysis":[94],"metrics":[95],"representation,":[101],"augment":[106],"original":[108],"ratings":[110,144],"data.":[111],"augmented":[113],"is":[115],"fed":[116],"into":[117],"classifier":[119],"predicts":[121],"unknown":[122],"user":[123],"ratings,":[124],"which":[125],"are":[126],"used":[127],"generation":[130],"recommendations.":[132],"evaluate":[134],"proposed":[136],"methodology":[137],"using":[138],"recently":[140],"released":[141],"Yelp":[142],"business":[143],"dataset.":[145],"Our":[146],"results":[147],"indicate":[148],"populated":[152],"allow":[155],"more":[157],"accurate":[158],"robust":[160],"predictions,":[161],"with":[162],"respect":[163],"both":[165],"variability":[167],"sparsity":[169],"ratings.":[171]},"counts_by_year":[{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}