{"id":"https://openalex.org/W4385380955","doi":"https://doi.org/10.1007/s44196-023-00299-2","title":"Boosting the Item-Based Collaborative Filtering Model with Novel Similarity Measures","display_name":"Boosting the Item-Based Collaborative Filtering Model with Novel Similarity Measures","publication_year":2023,"publication_date":"2023-07-29","ids":{"openalex":"https://openalex.org/W4385380955","doi":"https://doi.org/10.1007/s44196-023-00299-2"},"language":"en","primary_location":{"id":"doi:10.1007/s44196-023-00299-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-023-00299-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-023-00299-2.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44196-023-00299-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053616420","display_name":"Hassan I. Abdalla","orcid":"https://orcid.org/0000-0001-7940-9391"},"institutions":[{"id":"https://openalex.org/I91044093","display_name":"Zayed University","ror":"https://ror.org/03snqfa66","country_code":"AE","type":"education","lineage":["https://openalex.org/I91044093"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Hassan I. Abdalla","raw_affiliation_strings":["College of Technological Innovation, Zayed University, Dubai, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Technological Innovation, Zayed University, Dubai, UAE","institution_ids":["https://openalex.org/I91044093"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012051024","display_name":"Ali A. Amer","orcid":"https://orcid.org/0000-0002-2002-948X"},"institutions":[{"id":"https://openalex.org/I36197038","display_name":"Taiz University","ror":"https://ror.org/03jwcxq96","country_code":"YE","type":"education","lineage":["https://openalex.org/I36197038"]},{"id":"https://openalex.org/I91044093","display_name":"Zayed University","ror":"https://ror.org/03snqfa66","country_code":"AE","type":"education","lineage":["https://openalex.org/I91044093"]}],"countries":["AE","YE"],"is_corresponding":true,"raw_author_name":"Ali A. Amer","raw_affiliation_strings":["College of Technological Innovation, Zayed University, Dubai, UAE","Computer Science Department, Taiz University, Taiz, Yemen"],"raw_orcid":"https://orcid.org/0000-0002-2002-948X","affiliations":[{"raw_affiliation_string":"College of Technological Innovation, Zayed University, Dubai, UAE","institution_ids":["https://openalex.org/I91044093"]},{"raw_affiliation_string":"Computer Science Department, Taiz University, Taiz, Yemen","institution_ids":["https://openalex.org/I36197038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104162099","display_name":"Yasmeen A. Amer","orcid":null},"institutions":[{"id":"https://openalex.org/I288216842","display_name":"Thamar University","ror":"https://ror.org/04tsbkh63","country_code":"YE","type":"education","lineage":["https://openalex.org/I288216842"]}],"countries":["YE"],"is_corresponding":false,"raw_author_name":"Yasmeen A. Amer","raw_affiliation_strings":["Faculty of Computers and Informatics, Thamar University, Thamar, Yemen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Informatics, Thamar University, Thamar, Yemen","institution_ids":["https://openalex.org/I288216842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055078097","display_name":"Loc Nguyen","orcid":"https://orcid.org/0000-0001-5192-8106"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Loc Nguyen","raw_affiliation_strings":["Loc Nguyen\u2019s Academic Network, Long Xuyen, Vietnam","Loc Nguyen's Academic Network, Long Xuyen, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Loc Nguyen\u2019s Academic Network, Long Xuyen, Vietnam","institution_ids":[]},{"raw_affiliation_string":"Loc Nguyen's Academic Network, Long Xuyen, Vietnam","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001599355","display_name":"Basheer Mohamad Al-Maqaleh","orcid":null},"institutions":[{"id":"https://openalex.org/I288216842","display_name":"Thamar University","ror":"https://ror.org/04tsbkh63","country_code":"YE","type":"education","lineage":["https://openalex.org/I288216842"]}],"countries":["YE"],"is_corresponding":false,"raw_author_name":"Basheer Al-Maqaleh","raw_affiliation_strings":["Faculty of Computers and Informatics, Thamar University, Thamar, Yemen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Informatics, Thamar University, Thamar, Yemen","institution_ids":["https://openalex.org/I288216842"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5012051024"],"corresponding_institution_ids":["https://openalex.org/I36197038","https://openalex.org/I91044093"],"apc_list":{"value":1390,"currency":"GBP","value_usd":1704},"apc_paid":{"value":1390,"currency":"GBP","value_usd":1704},"fwci":13.7728,"has_fulltext":true,"cited_by_count":32,"citation_normalized_percentile":{"value":0.98814718,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"16","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9417999982833862,"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"}},{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9391000270843506,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/collaborative-filtering","display_name":"Collaborative filtering","score":0.862725019454956},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7777702808380127},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.7462800741195679},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7350722551345825},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.6860001683235168},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.6258727312088013},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5107598304748535},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5001785755157471},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44183528423309326},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.43540728092193604},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4094848334789276},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11608538031578064},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.10733023285865784}],"concepts":[{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.862725019454956},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7777702808380127},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.7462800741195679},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7350722551345825},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.6860001683235168},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.6258727312088013},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5107598304748535},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5001785755157471},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44183528423309326},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.43540728092193604},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4094848334789276},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11608538031578064},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.10733023285865784},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44196-023-00299-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-023-00299-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-023-00299-2.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c08c4040708c49498184008ba96317f5","is_oa":true,"landing_page_url":"https://doaj.org/article/c08c4040708c49498184008ba96317f5","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Computational Intelligence Systems, Vol 16, Iss 1, Pp 1-16 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44196-023-00299-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-023-00299-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-023-00299-2.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[{"id":"https://openalex.org/G3937563201","display_name":null,"funder_award_id":"R22083","funder_id":"https://openalex.org/F4320325295","funder_display_name":"Zayed University"}],"funders":[{"id":"https://openalex.org/F4320325295","display_name":"Zayed University","ror":"https://ror.org/03snqfa66"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385380955.pdf"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W2025605741","https://openalex.org/W2030808931","https://openalex.org/W2042281163","https://openalex.org/W2461635316","https://openalex.org/W2604311458","https://openalex.org/W2741124718","https://openalex.org/W2889611811","https://openalex.org/W2899338891","https://openalex.org/W2907017794","https://openalex.org/W2911038074","https://openalex.org/W2945038287","https://openalex.org/W2975456086","https://openalex.org/W3046888520","https://openalex.org/W3092727413","https://openalex.org/W3106612191","https://openalex.org/W3123305615","https://openalex.org/W3126805253","https://openalex.org/W3175187669","https://openalex.org/W4205320793","https://openalex.org/W4206116415","https://openalex.org/W4206907565","https://openalex.org/W4214910454","https://openalex.org/W4220733346","https://openalex.org/W4221106599","https://openalex.org/W4229450212","https://openalex.org/W4284693019","https://openalex.org/W4286850906","https://openalex.org/W4306928146","https://openalex.org/W4308905558","https://openalex.org/W4381705893"],"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/W135044020","https://openalex.org/W4376854386"],"abstract_inverted_index":{"Abstract":[0],"Collaborative":[1],"filtering":[2],"(CF),":[3],"one":[4],"of":[5,98,137,147,164,195,226],"the":[6,32,40,45,49,56,60,64,84,91,125,135,149,153,193,201,214,227,248],"most":[7],"widely":[8],"employed":[9],"methodologies":[10],"for":[11,108,172],"recommender":[12],"systems,":[13],"has":[14,158],"drawn":[15],"undeniable":[16],"attention":[17],"due":[18,43],"to":[19,44,52,73,81,127,133,188,221,239],"its":[20],"effectiveness":[21],"and":[22,48,179,191,205,234],"simplicity.":[23],"Nevertheless,":[24],"a":[25,143,161,169],"few":[26],"papers":[27],"have":[28,124,236],"been":[29,160,237],"published":[30],"on":[31],"CF-based":[33,154],"item-based":[34,65,150,249],"model":[35,42,66,151],"using":[36,200],"similarity":[37,121,174,198,216],"measures":[38,199,217],"than":[39],"user-based":[41,61],"model's":[46],"complexity":[47],"time":[50],"required":[51],"build":[53],"it.":[54],"Additionally,":[55],"substantial":[57],"shortcomings":[58],"in":[59,77,94,219],"measurements":[62],"when":[63,246],"is":[67,88,101,111],"taken":[68],"into":[69],"account":[70],"motivated":[71],"us":[72],"create":[74],"stronger":[75],"models":[76],"this":[78,138,165],"work.":[79],"Not":[80],"mention":[82],"that":[83],"common":[85],"trickiest":[86],"challenge":[87],"dealing":[89],"with":[90,183,242],"cold-start":[92],"problem,":[93],"which":[95,109,123,167],"users'":[96],"history":[97],"item-buying":[99],"behavior":[100],"missing":[102],"(i.e.,":[103,114],"new":[104,115],"users)":[105],"or":[106],"items":[107],"activity":[110],"not":[112],"provided":[113],"items).":[116],"Therefore,":[117],"our":[118,243],"novel":[119],"five":[120],"measures,":[122],"potential":[126],"solve":[128],"sparse":[129],"data,":[130],"are":[131,186,218],"developed":[132],"alleviate":[134],"impact":[136],"important":[139],"problem.":[140],"Most":[141],"importantly,":[142],"thorough":[144],"empirical":[145],"analysis":[146],"how":[148,212],"affects":[152],"recommendation":[155],"system\u2019s":[156],"performance":[157],"also":[159],"critical":[162],"part":[163],"work,":[166],"presents":[168],"benchmarking":[170],"study":[171],"thirty":[173],"metrics.":[175],"The":[176,209],"MAE,":[177],"MSE,":[178],"accuracy":[180],"metrics,":[181],"together":[182],"fivefold":[184],"cross-validation,":[185],"used":[187],"properly":[189],"assess":[190],"examine":[192],"influence":[194],"all":[196],"considered":[197],"Movie-lens":[202],"100":[203],"K":[204],"Film":[206],"Trust":[207],"datasets.":[208],"findings":[210],"demonstrate":[211],"competitive":[213],"proposed":[215,244],"comparison":[220],"their":[222],"alternatives.":[223],"Surprisingly,":[224],"some":[225],"top":[228],"\"state-of-the-art\"":[229],"performers":[230],"(such":[231],"as":[232],"SMD":[233],"NHSM)":[235],"unable":[238],"fiercely":[240],"compete":[241],"rivals":[245],"utilizing":[247],"model.":[250]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":6}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}