{"id":"https://openalex.org/W2789026982","doi":"https://doi.org/10.4018/ijapuc.2018010104","title":"State of the Art Recommendation Approaches","display_name":"State of the Art Recommendation Approaches","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2789026982","doi":"https://doi.org/10.4018/ijapuc.2018010104","mag":"2789026982"},"language":"en","primary_location":{"id":"doi:10.4018/ijapuc.2018010104","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijapuc.2018010104","pdf_url":null,"source":{"id":"https://openalex.org/S16161090","display_name":"International Journal of Advanced Pervasive and Ubiquitous Computing","issn_l":"1937-965X","issn":["1937-965X","1937-9668"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Advanced Pervasive and Ubiquitous Computing","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/A5037101282","display_name":"Bhupesh Rawat","orcid":"https://orcid.org/0000-0001-7445-760X"},"institutions":[{"id":"https://openalex.org/I143247161","display_name":"Babasaheb Bhimrao Ambedkar University","ror":"https://ror.org/04x7ccp17","country_code":"IN","type":"education","lineage":["https://openalex.org/I143247161"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Bhupesh Rawat","raw_affiliation_strings":["Department of Computer Science, Babasaheb Bhimrao Ambedkar University (BBAU), Lucknow, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Babasaheb Bhimrao Ambedkar University (BBAU), Lucknow, India","institution_ids":["https://openalex.org/I143247161"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059384810","display_name":"Sanjay K. Dwivedi","orcid":"https://orcid.org/0000-0003-3839-3017"},"institutions":[{"id":"https://openalex.org/I143247161","display_name":"Babasaheb Bhimrao Ambedkar University","ror":"https://ror.org/04x7ccp17","country_code":"IN","type":"education","lineage":["https://openalex.org/I143247161"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sanjay K. Dwivedi","raw_affiliation_strings":["Department of Computer Science, Babasaheb Bhimrao Ambedkar University (BBAU), Lucknow, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Babasaheb Bhimrao Ambedkar University (BBAU), Lucknow, India","institution_ids":["https://openalex.org/I143247161"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I143247161"],"apc_list":null,"apc_paid":null,"fwci":0.4027,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.69079145,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"10","issue":"1","first_page":"51","last_page":"76"},"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9890999794006348,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.8656822443008423},{"id":"https://openalex.org/keywords/information-overload","display_name":"Information overload","score":0.8155523538589478},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8077904582023621},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.7259217500686646},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5848140716552734},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5123785734176636},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.46933498978614807},{"id":"https://openalex.org/keywords/tourism","display_name":"Tourism","score":0.4662069082260132},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.44766733050346375},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4474999010562897},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.36843276023864746},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3046554923057556},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29624372720718384}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8656822443008423},{"id":"https://openalex.org/C186625053","wikidata":"https://www.wikidata.org/wiki/Q1130191","display_name":"Information overload","level":2,"score":0.8155523538589478},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8077904582023621},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.7259217500686646},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5848140716552734},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5123785734176636},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.46933498978614807},{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.4662069082260132},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.44766733050346375},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4474999010562897},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.36843276023864746},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3046554923057556},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29624372720718384},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/ijapuc.2018010104","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijapuc.2018010104","pdf_url":null,"source":{"id":"https://openalex.org/S16161090","display_name":"International Journal of Advanced Pervasive and Ubiquitous Computing","issn_l":"1937-965X","issn":["1937-965X","1937-9668"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Advanced Pervasive and Ubiquitous Computing","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:japuc0:v:10:y:2018:i:1:p:51-76","is_oa":false,"landing_page_url":"http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJAPUC.2018010104","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":145,"referenced_works":["https://openalex.org/W153250912","https://openalex.org/W185001771","https://openalex.org/W203079364","https://openalex.org/W281665770","https://openalex.org/W1493568378","https://openalex.org/W1506285740","https://openalex.org/W1510348757","https://openalex.org/W1511070613","https://openalex.org/W1515087027","https://openalex.org/W1517770833","https://openalex.org/W1524294987","https://openalex.org/W1532852017","https://openalex.org/W1538465605","https://openalex.org/W1542664738","https://openalex.org/W1545195682","https://openalex.org/W1551893431","https://openalex.org/W1552137696","https://openalex.org/W1570542661","https://openalex.org/W1576629314","https://openalex.org/W1593088422","https://openalex.org/W1597612134","https://openalex.org/W1599399636","https://openalex.org/W1657011257","https://openalex.org/W1679846099","https://openalex.org/W1881145832","https://openalex.org/W1905489744","https://openalex.org/W1905922543","https://openalex.org/W1962172852","https://openalex.org/W1966743391","https://openalex.org/W1968278730","https://openalex.org/W1971883645","https://openalex.org/W1972484488","https://openalex.org/W1973812756","https://openalex.org/W1978154443","https://openalex.org/W1978760769","https://openalex.org/W1979077984","https://openalex.org/W1980634983","https://openalex.org/W1993344876","https://openalex.org/W1996869586","https://openalex.org/W1999047234","https://openalex.org/W2003445122","https://openalex.org/W2010993922","https://openalex.org/W2023781368","https://openalex.org/W2023893046","https://openalex.org/W2024888488","https://openalex.org/W2026091747","https://openalex.org/W2028036481","https://openalex.org/W2030808931","https://openalex.org/W2032717442","https://openalex.org/W2033291626","https://openalex.org/W2037650335","https://openalex.org/W2037796310","https://openalex.org/W2038779958","https://openalex.org/W2039759410","https://openalex.org/W2042294224","https://openalex.org/W2042604984","https://openalex.org/W2043403353","https://openalex.org/W2051532229","https://openalex.org/W2053369376","https://openalex.org/W2054141820","https://openalex.org/W2054475738","https://openalex.org/W2055546364","https://openalex.org/W2055919595","https://openalex.org/W2060907774","https://openalex.org/W2063771604","https://openalex.org/W2065451462","https://openalex.org/W2068787595","https://openalex.org/W2070897569","https://openalex.org/W2080006578","https://openalex.org/W2082581733","https://openalex.org/W2084127140","https://openalex.org/W2085276903","https://openalex.org/W2085937320","https://openalex.org/W2094772510","https://openalex.org/W2097129520","https://openalex.org/W2097757797","https://openalex.org/W2098992709","https://openalex.org/W2101342876","https://openalex.org/W2101780042","https://openalex.org/W2107644438","https://openalex.org/W2110325612","https://openalex.org/W2111482991","https://openalex.org/W2112430581","https://openalex.org/W2113445341","https://openalex.org/W2116703805","https://openalex.org/W2117827905","https://openalex.org/W2118020653","https://openalex.org/W2121439896","https://openalex.org/W2122111042","https://openalex.org/W2124029832","https://openalex.org/W2124907981","https://openalex.org/W2127173649","https://openalex.org/W2128221272","https://openalex.org/W2128351576","https://openalex.org/W2128714083","https://openalex.org/W2128967345","https://openalex.org/W2132622103","https://openalex.org/W2134148577","https://openalex.org/W2135036412","https://openalex.org/W2137728971","https://openalex.org/W2140747112","https://openalex.org/W2141370782","https://openalex.org/W2144186552","https://openalex.org/W2147169507","https://openalex.org/W2147402878","https://openalex.org/W2147654806","https://openalex.org/W2147859400","https://openalex.org/W2149409084","https://openalex.org/W2150705994","https://openalex.org/W2155106456","https://openalex.org/W2156887267","https://openalex.org/W2157041604","https://openalex.org/W2158876573","https://openalex.org/W2161482624","https://openalex.org/W2163481099","https://openalex.org/W2163688430","https://openalex.org/W2165785489","https://openalex.org/W2171665309","https://openalex.org/W2171960770","https://openalex.org/W2187244164","https://openalex.org/W2251849223","https://openalex.org/W2263972221","https://openalex.org/W2323512562","https://openalex.org/W2323581027","https://openalex.org/W2335594197","https://openalex.org/W2341864083","https://openalex.org/W2341865734","https://openalex.org/W2519276355","https://openalex.org/W2539888294","https://openalex.org/W2575614814","https://openalex.org/W2581881549","https://openalex.org/W2605245886","https://openalex.org/W2747485148","https://openalex.org/W2778422868","https://openalex.org/W2936028763","https://openalex.org/W2939083804","https://openalex.org/W2950332743","https://openalex.org/W2952706885","https://openalex.org/W2963947225","https://openalex.org/W4230445183","https://openalex.org/W4231080135","https://openalex.org/W4232980324","https://openalex.org/W4244238212","https://openalex.org/W4253058124","https://openalex.org/W4296620251"],"related_works":["https://openalex.org/W4251329182","https://openalex.org/W1599110641","https://openalex.org/W1575740715","https://openalex.org/W1549403601","https://openalex.org/W2497510784","https://openalex.org/W2078352417","https://openalex.org/W4200403046","https://openalex.org/W4252183363","https://openalex.org/W2787177576","https://openalex.org/W2418053903"],"abstract_inverted_index":{"Recommender":[0],"systems":[1],"have":[2,77],"been":[3,79],"used":[4],"successfully":[5],"in":[6,14,81],"order":[7],"to":[8,24,91],"deal":[9],"with":[10],"information":[11,57,66],"overload":[12],"problems":[13],"a":[15,35,109],"wide":[16],"variety":[17],"of":[18,31,73,113],"domains":[19],"ranging":[20],"from":[21],"e-commerce,":[22],"e-tourism,":[23],"e-learning.":[25],"They":[26],"typically":[27],"predict":[28],"the":[29,39,48,71,100,106,114],"ratings":[30],"unseen":[32],"items":[33,42],"by":[34,54],"user":[36],"and":[37,64,96,121,130],"recommend":[38],"top":[40],"N":[41],"based":[43],"on":[44,111],"user's":[45],"profile.":[46],"Moreover,":[47],"profile":[49],"can":[50],"be":[51,92],"enriched":[52],"further":[53,124],"using":[55],"additional":[56,84],"such":[58],"as":[59],"contextual":[60],"data,":[61],"domain":[62],"knowledge,":[63],"tagging":[65],"among":[67],"others":[68],"for":[69,94,127],"improving":[70],"quality":[72],"recommendations.":[74],"Traditional":[75],"approaches":[76,117],"not":[78],"effective":[80],"exploiting":[82],"these":[83],"data":[85],"sources.":[86],"Hence,":[87],"new":[88],"techniques":[89],"need":[90],"developed":[93],"extracting":[95],"integrating":[97],"them":[98],"into":[99],"recommendation":[101,116],"process.":[102],"In":[103],"this":[104],"article,":[105],"authors":[107],"present":[108],"survey":[110],"state":[112],"art":[115],"their":[118],"algorithms,":[119],"issues":[120],"also":[122],"provides":[123],"research":[125],"directions":[126],"developing":[128],"smart":[129],"intelligent":[131],"recommender":[132],"systems.":[133]},"counts_by_year":[{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-11T06:19:23.411458","created_date":"2018-03-06T00:00:00"}