{"id":"https://openalex.org/W4417460803","doi":"https://doi.org/10.1007/s10115-025-02667-0","title":"A comprehensive review of product recommendation systems using deep learning techniques","display_name":"A comprehensive review of product recommendation systems using deep learning techniques","publication_year":2025,"publication_date":"2025-12-18","ids":{"openalex":"https://openalex.org/W4417460803","doi":"https://doi.org/10.1007/s10115-025-02667-0"},"language":"en","primary_location":{"id":"doi:10.1007/s10115-025-02667-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10115-025-02667-0","pdf_url":null,"source":{"id":"https://openalex.org/S81770430","display_name":"Knowledge and Information Systems","issn_l":"0219-1377","issn":["0219-1377","0219-3116"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Knowledge and Information Systems","raw_type":"journal-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/A5119744081","display_name":"Ritu Rajal","orcid":"https://orcid.org/0009-0002-3492-7958"},"institutions":[{"id":"https://openalex.org/I114796046","display_name":"Gurukul Kangri Vishwavidyalaya","ror":"https://ror.org/053xj0761","country_code":"IN","type":"education","lineage":["https://openalex.org/I114796046"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ritu Rajal","raw_affiliation_strings":["Department of Computer Science and Engineering, Faculty of Engineering and Technology, Gurukula Kangri (Deemed to be University), Haridwar, India"],"raw_orcid":"https://orcid.org/0009-0002-3492-7958","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Faculty of Engineering and Technology, Gurukula Kangri (Deemed to be University), Haridwar, India","institution_ids":["https://openalex.org/I114796046"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103282328","display_name":"Nishant Kumar","orcid":"https://orcid.org/0000-0002-3553-0613"},"institutions":[{"id":"https://openalex.org/I114796046","display_name":"Gurukul Kangri Vishwavidyalaya","ror":"https://ror.org/053xj0761","country_code":"IN","type":"education","lineage":["https://openalex.org/I114796046"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nishant Kumar","raw_affiliation_strings":["Department of Computer Science and Engineering, Faculty of Engineering and Technology, Gurukula Kangri (Deemed to be University), Haridwar, India"],"raw_orcid":"https://orcid.org/0000-0002-3553-0613","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Faculty of Engineering and Technology, Gurukula Kangri (Deemed to be University), Haridwar, India","institution_ids":["https://openalex.org/I114796046"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102012468","display_name":"Sanjeev Kumar","orcid":"https://orcid.org/0000-0001-9065-3010"},"institutions":[{"id":"https://openalex.org/I4210145362","display_name":"Institute of Technology Management","ror":"https://ror.org/03c4qaa56","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1340206300","https://openalex.org/I4210145362","https://openalex.org/I4210150591"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Sanjeev Kumar","raw_affiliation_strings":["Department of MCA, G. L. Bajaj Institute of Technology and Management, Greater Noida, 201306, India"],"raw_orcid":"https://orcid.org/0000-0001-9065-3010","affiliations":[{"raw_affiliation_string":"Department of MCA, G. L. Bajaj Institute of Technology and Management, Greater Noida, 201306, India","institution_ids":["https://openalex.org/I4210145362"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021078523","display_name":"Mahfooz Alam","orcid":"https://orcid.org/0000-0003-0668-9796"},"institutions":[{"id":"https://openalex.org/I4210145362","display_name":"Institute of Technology Management","ror":"https://ror.org/03c4qaa56","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1340206300","https://openalex.org/I4210145362","https://openalex.org/I4210150591"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Mahfooz Alam","raw_affiliation_strings":["Department of MCA, G. L. Bajaj Institute of Technology and Management, Greater Noida, 201306, India"],"raw_orcid":"https://orcid.org/0000-0003-0668-9796","affiliations":[{"raw_affiliation_string":"Department of MCA, G. L. Bajaj Institute of Technology and Management, Greater Noida, 201306, India","institution_ids":["https://openalex.org/I4210145362"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5021078523","https://openalex.org/A5102012468"],"corresponding_institution_ids":["https://openalex.org/I4210145362"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":null,"fwci":2.325,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.92532971,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"68","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":0.5888000130653381,"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":0.5888000130653381,"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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.059700001031160355,"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/T13038","display_name":"Internet of Things and AI","score":0.026599999517202377,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.8955000042915344},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.8628000020980835},{"id":"https://openalex.org/keywords/strengths-and-weaknesses","display_name":"Strengths and weaknesses","score":0.6118999719619751},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6028000116348267},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5533000230789185},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.49219998717308044},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.490200012922287},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.4357999861240387}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8955000042915344},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.8628000020980835},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.804099977016449},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.697700023651123},{"id":"https://openalex.org/C63882131","wikidata":"https://www.wikidata.org/wiki/Q17122954","display_name":"Strengths and weaknesses","level":2,"score":0.6118999719619751},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6028000116348267},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5533000230789185},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.49219998717308044},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.490200012922287},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47920000553131104},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.4357999861240387},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4156000018119812},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4129999876022339},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.40470001101493835},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.3384999930858612},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3043999969959259},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.29170000553131104},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.29019999504089355},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.2827000021934509},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.2728999853134155},{"id":"https://openalex.org/C2778956030","wikidata":"https://www.wikidata.org/wiki/Q5142477","display_name":"Cold start (automotive)","level":2,"score":0.2727000117301941}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10115-025-02667-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10115-025-02667-0","pdf_url":null,"source":{"id":"https://openalex.org/S81770430","display_name":"Knowledge and Information Systems","issn_l":"0219-1377","issn":["0219-1377","0219-3116"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Knowledge and Information Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":121,"referenced_works":["https://openalex.org/W1139185857","https://openalex.org/W1966743391","https://openalex.org/W1980500036","https://openalex.org/W2009788305","https://openalex.org/W2025603201","https://openalex.org/W2025605741","https://openalex.org/W2026962484","https://openalex.org/W2030808931","https://openalex.org/W2038901440","https://openalex.org/W2039285368","https://openalex.org/W2040516821","https://openalex.org/W2042281163","https://openalex.org/W2047071281","https://openalex.org/W2050668158","https://openalex.org/W2051532229","https://openalex.org/W2054141820","https://openalex.org/W2054678935","https://openalex.org/W2060594535","https://openalex.org/W2094286023","https://openalex.org/W2106956101","https://openalex.org/W2113273124","https://openalex.org/W2122962110","https://openalex.org/W2159094788","https://openalex.org/W2169240294","https://openalex.org/W2588988079","https://openalex.org/W2757344433","https://openalex.org/W2766016831","https://openalex.org/W2769690594","https://openalex.org/W2783291760","https://openalex.org/W2808716093","https://openalex.org/W2889526258","https://openalex.org/W2895699363","https://openalex.org/W2897660518","https://openalex.org/W2899849645","https://openalex.org/W2919115771","https://openalex.org/W2926290169","https://openalex.org/W2944350871","https://openalex.org/W2949702264","https://openalex.org/W2963471007","https://openalex.org/W2965499955","https://openalex.org/W2966501701","https://openalex.org/W2966937748","https://openalex.org/W2969693048","https://openalex.org/W2996891863","https://openalex.org/W3007985626","https://openalex.org/W3008268749","https://openalex.org/W3014188573","https://openalex.org/W3023905056","https://openalex.org/W3032118470","https://openalex.org/W3034464816","https://openalex.org/W3039908176","https://openalex.org/W3043798915","https://openalex.org/W3045636955","https://openalex.org/W3045996352","https://openalex.org/W3094359574","https://openalex.org/W3100803541","https://openalex.org/W3103298250","https://openalex.org/W3109649638","https://openalex.org/W3112879694","https://openalex.org/W3118425778","https://openalex.org/W3121669486","https://openalex.org/W3121943121","https://openalex.org/W3123893780","https://openalex.org/W3127086631","https://openalex.org/W3128141609","https://openalex.org/W3129639426","https://openalex.org/W3168864169","https://openalex.org/W3181231061","https://openalex.org/W3186805768","https://openalex.org/W3195517855","https://openalex.org/W3209367324","https://openalex.org/W4200581369","https://openalex.org/W4206255821","https://openalex.org/W4206747164","https://openalex.org/W4214910454","https://openalex.org/W4225321042","https://openalex.org/W4248672808","https://openalex.org/W4283269939","https://openalex.org/W4285592440","https://openalex.org/W4288083766","https://openalex.org/W4292833715","https://openalex.org/W4294775229","https://openalex.org/W4296446526","https://openalex.org/W4313574425","https://openalex.org/W4313641257","https://openalex.org/W4315477638","https://openalex.org/W4323364943","https://openalex.org/W4382457291","https://openalex.org/W4383346083","https://openalex.org/W4383748167","https://openalex.org/W4385741492","https://openalex.org/W4387490461","https://openalex.org/W4387603529","https://openalex.org/W4387671644","https://openalex.org/W4387706196","https://openalex.org/W4388077917","https://openalex.org/W4388139635","https://openalex.org/W4389966048","https://openalex.org/W4390708220","https://openalex.org/W4391277893","https://openalex.org/W4391305523","https://openalex.org/W4392954653","https://openalex.org/W4395470982","https://openalex.org/W4396758712","https://openalex.org/W4400645776","https://openalex.org/W4401502803","https://openalex.org/W4401857430","https://openalex.org/W4402509128","https://openalex.org/W4402700616","https://openalex.org/W4402811621","https://openalex.org/W4405493872","https://openalex.org/W4405871804","https://openalex.org/W4406858669","https://openalex.org/W4406923909","https://openalex.org/W4408655651","https://openalex.org/W4408847035","https://openalex.org/W4409174951","https://openalex.org/W4409724435","https://openalex.org/W4410173013","https://openalex.org/W4411403111","https://openalex.org/W4412873183"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-12-18T00:00:00"}
