{"id":"https://openalex.org/W2189081352","doi":"https://doi.org/10.11591/ijece.v5i6.pp1553-1563","title":"Recommender Systems in Light of Big Data","display_name":"Recommender Systems in Light of Big Data","publication_year":2015,"publication_date":"2015-12-01","ids":{"openalex":"https://openalex.org/W2189081352","doi":"https://doi.org/10.11591/ijece.v5i6.pp1553-1563","mag":"2189081352"},"language":"en","primary_location":{"id":"doi:10.11591/ijece.v5i6.pp1553-1563","doi":"https://doi.org/10.11591/ijece.v5i6.pp1553-1563","is_oa":true,"landing_page_url":"https://doi.org/10.11591/ijece.v5i6.pp1553-1563","pdf_url":"http://ijece.iaescore.com/index.php/IJECE/article/download/5783/4517","source":{"id":"https://openalex.org/S2764532672","display_name":"International Journal of Electrical and Computer Engineering (IJECE)","issn_l":"2088-8708","issn":["2088-8708"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310315009","host_organization_name":"Institute of Advanced Engineering and Science (IAES)","host_organization_lineage":["https://openalex.org/P4310315009"],"host_organization_lineage_names":["Institute of Advanced Engineering and Science (IAES)"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Electrical and Computer Engineering (IJECE)","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://ijece.iaescore.com/index.php/IJECE/article/download/5783/4517","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016619066","display_name":"Khadija Ateya Almohsen","orcid":"https://orcid.org/0000-0001-7210-2143","observed_orcids":["https://orcid.org/0000-0001-7210-2143"]},"institutions":[{"id":"https://openalex.org/I119050109","display_name":"Ahlia University","ror":"https://ror.org/006yvnr95","country_code":"BH","type":"education","lineage":["https://openalex.org/I119050109"]}],"countries":["BH"],"is_corresponding":false,"raw_author_name":"Khadija A. Almohsen","raw_affiliation_strings":["Ahlia University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ahlia University","institution_ids":["https://openalex.org/I119050109"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109258022","display_name":"Huda Kadhim Al-Jobori","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I119050109","display_name":"Ahlia University","ror":"https://ror.org/006yvnr95","country_code":"BH","type":"education","lineage":["https://openalex.org/I119050109"]}],"countries":["BH"],"is_corresponding":false,"raw_author_name":"Huda Al-Jobori","raw_affiliation_strings":["Ahlia University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ahlia University","institution_ids":["https://openalex.org/I119050109"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I119050109"],"apc_list":null,"apc_paid":null,"fwci":4.4944,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.95017366,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":"5","issue":"6","first_page":"1553","last_page":"1553"},"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/T14435","display_name":"Information Retrieval and Data Mining","score":0.0,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-systems","display_name":"recommender systems","score":1.0},{"id":"https://openalex.org/keywords/big-data","display_name":"big data","score":0.925000011920929},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"collaborative filtering","score":1.0},{"id":"https://openalex.org/keywords/singular-value-decomposition","display_name":"singular value decomposition","score":0.996999979019165},{"id":"https://openalex.org/keywords/scalability","display_name":"scalability","score":0.8769999742507935},{"id":"https://openalex.org/keywords/sparsity","display_name":"sparsity","score":0.7820000052452087},{"id":"https://openalex.org/keywords/cold-start","display_name":"cold start","score":0.972000002861023},{"id":"https://openalex.org/keywords/hadoop","display_name":"Hadoop","score":0.890999972820282},{"id":"https://openalex.org/keywords/apache-spark","display_name":"Apache Spark","score":0.996999979019165},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"distributed computing","score":0.6470000147819519},{"id":"https://openalex.org/keywords/e-commerce-recommender-systems","display_name":"e-commerce recommendation","score":0.5979999899864197}],"concepts":[{"id":"https://openalex.org/C2385561","wikidata":"https://www.wikidata.org/wiki/Q45432","display_name":"RSS","level":2,"score":0.8876594305038452},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.8650147914886475},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.8516995310783386},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8355936408042908},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.8273860216140747},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7319806814193726},{"id":"https://openalex.org/C22789450","wikidata":"https://www.wikidata.org/wiki/Q420904","display_name":"Singular value decomposition","level":2,"score":0.5631330013275146},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.48635607957839966},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4653084874153137},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.44860485196113586},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3798361122608185},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3373485207557678},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.29655158519744873},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2957614064216614},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.26860612630844116},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.16941487789154053},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.11591/ijece.v5i6.pp1553-1563","doi":"https://doi.org/10.11591/ijece.v5i6.pp1553-1563","is_oa":true,"landing_page_url":"https://doi.org/10.11591/ijece.v5i6.pp1553-1563","pdf_url":"http://ijece.iaescore.com/index.php/IJECE/article/download/5783/4517","source":{"id":"https://openalex.org/S2764532672","display_name":"International Journal of Electrical and Computer Engineering (IJECE)","issn_l":"2088-8708","issn":["2088-8708"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310315009","host_organization_name":"Institute of Advanced Engineering and Science (IAES)","host_organization_lineage":["https://openalex.org/P4310315009"],"host_organization_lineage_names":["Institute of Advanced Engineering and Science (IAES)"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Electrical and Computer Engineering (IJECE)","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.11591/ijece.v5i6.pp1553-1563","doi":"https://doi.org/10.11591/ijece.v5i6.pp1553-1563","is_oa":true,"landing_page_url":"https://doi.org/10.11591/ijece.v5i6.pp1553-1563","pdf_url":"http://ijece.iaescore.com/index.php/IJECE/article/download/5783/4517","source":{"id":"https://openalex.org/S2764532672","display_name":"International Journal of Electrical and Computer Engineering (IJECE)","issn_l":"2088-8708","issn":["2088-8708"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310315009","host_organization_name":"Institute of Advanced Engineering and Science (IAES)","host_organization_lineage":["https://openalex.org/P4310315009"],"host_organization_lineage_names":["Institute of Advanced Engineering and Science (IAES)"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Electrical and Computer Engineering (IJECE)","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2189081352.pdf","grobid_xml":"https://content.openalex.org/works/W2189081352.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W603723648","https://openalex.org/W750822378","https://openalex.org/W1487615702","https://openalex.org/W1488107040","https://openalex.org/W1832221731","https://openalex.org/W1963624607","https://openalex.org/W2028783725","https://openalex.org/W2072773380","https://openalex.org/W2078965963","https://openalex.org/W2093449502","https://openalex.org/W2100071209","https://openalex.org/W2108317025","https://openalex.org/W2109001898","https://openalex.org/W2157880897","https://openalex.org/W2166445532","https://openalex.org/W2291379490","https://openalex.org/W2407687996","https://openalex.org/W6618549861","https://openalex.org/W7049049323"],"related_works":["https://openalex.org/W2482029516","https://openalex.org/W3200411823","https://openalex.org/W2804359319","https://openalex.org/W4237534424","https://openalex.org/W3091845090","https://openalex.org/W4385660072","https://openalex.org/W2466880137","https://openalex.org/W4304166399","https://openalex.org/W2981964390","https://openalex.org/W6954637094"],"abstract_inverted_index":{"The":[0,237],"growth":[1],"in":[2,22,69,182,233],"the":[3,6,14,24,32,38,42,51,55,73,82,132,147,153,159,175,196,212,218,227,271],"usage":[4],"of":[5,16,35,58,65,76,81,85,128,149,156,174,195,229,273],"web,":[7],"especially":[8],"e-commerce":[9],"website,":[10],"has":[11,239],"led":[12],"to":[13,62,165,179,191,210,217,279],"development":[15],"recommender":[17],"system":[18],"(RS)":[19],"which":[20,91,248],"aims":[21],"personalizing":[23],"web":[25],"content":[26],"for":[27,72,94],"each":[28],"user":[29],"and":[30,48,78,120,151,187,204,231,266,276],"reducing":[31],"cognitive":[33],"load":[34],"information":[36],"on":[37,97,260],"user.":[39],"However,":[40],"as":[41,139,223,225],"world":[43],"enters":[44],"Big":[45,114,166,184,198,280],"Data":[46,185,199],"era":[47],"lives":[49],"through":[50],"contemporary":[52],"data":[53,264],"explosion,":[54],"main":[56,160],"goal":[57],"a":[59,124,261],"RS":[60,275],"becomes":[61],"provide":[63],"millions":[64],"high":[66],"quality":[67],"recommendations":[68,93],"few":[70],"seconds":[71],"increasing":[74],"number":[75],"users":[77,95,101],"items.":[79],"One":[80],"successful":[83,197],"techniques":[84],"RSs":[86,150,157,222],"is":[87,108,208],"collaborative":[88],"filtering":[89],"(CF)":[90],"makes":[92],"based":[96],"what":[98],"other":[99,253,258],"like-mind":[100],"had":[102],"preferred.":[103],"Despite":[104],"its":[105,277],"success,":[106],"CF":[107,129],"facing":[109],"some":[110,194],"challenges":[111],"posed":[112],"by":[113,243,257],"Data,":[115],"such":[116,138],"as:":[117],"scalability,":[118],"sparsity":[119],"cold":[121],"start.":[122],"As":[123],"consequence,":[125],"new":[126],"approaches":[127,177],"that":[130],"overcome":[131],"existing":[133,215],"problems":[134],"have":[135],"been":[136,240],"studied":[137],"Singular":[140],"value":[141],"decomposition":[142],"(SVD).":[143],"This":[144,206,269],"paper":[145],"surveys":[146],"literature":[148],"reviews":[152],"current":[154],"state":[155],"with":[158,252],"concerns":[161],"surrounding":[162],"them":[163],"due":[164],"Data.":[167,281],"Furthermore,":[168],"it":[169,192],"investigates":[170],"thoroughly":[171],"SVD,":[172],"one":[173],"promising":[176],"expected":[178],"perform":[180],"well":[181,224],"tackling":[183],"challenges,":[186],"provides":[188],"an":[189],"implementation":[190,207,238],"using":[193],"tools":[200],"(i.e.":[201],"Apache":[202],"Hadoop":[203,230],"Spark).":[205],"intended":[209],"validate":[211],"applicability":[213,278],"of,":[214,220],"contributions":[216],"field":[219],"SVD-based":[221,274],"validated":[226],"effectiveness":[228],"spark":[232],"developing":[234],"large-scale":[235],"systems.":[236],"evaluated":[241],"empirically":[242],"measuring":[244],"mean":[245],"absolute":[246],"error":[247],"gave":[249],"comparable":[250],"results":[251],"experiments":[254],"conducted,":[255],"previously":[256],"researchers,":[259],"relatively":[262],"smaller":[263],"set":[265],"non-distributed":[267],"environment.":[268],"proved":[270],"scalability":[272]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2016-06-24T00:00:00"}
