{"id":"https://openalex.org/W4404031603","doi":"https://doi.org/10.1109/icccnt61001.2024.10724169","title":"Restaurant Recommendation using Map-Reduce and Machine Learning","display_name":"Restaurant Recommendation using Map-Reduce and Machine Learning","publication_year":2024,"publication_date":"2024-06-24","ids":{"openalex":"https://openalex.org/W4404031603","doi":"https://doi.org/10.1109/icccnt61001.2024.10724169"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt61001.2024.10724169","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt61001.2024.10724169","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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/A5000276377","display_name":"Ankita Singh","orcid":"https://orcid.org/0009-0003-7085-7552"},"institutions":[{"id":"https://openalex.org/I60054993","display_name":"Graphic Era University","ror":"https://ror.org/03wqgqd89","country_code":"IN","type":"education","lineage":["https://openalex.org/I60054993"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Ankita Singh","raw_affiliation_strings":["Graphic Era Hill University,Dept. of CSE,Dehradun,India"],"affiliations":[{"raw_affiliation_string":"Graphic Era Hill University,Dept. of CSE,Dehradun,India","institution_ids":["https://openalex.org/I60054993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103906122","display_name":"Ragini Singh","orcid":null},"institutions":[{"id":"https://openalex.org/I60054993","display_name":"Graphic Era University","ror":"https://ror.org/03wqgqd89","country_code":"IN","type":"education","lineage":["https://openalex.org/I60054993"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ragini Singh","raw_affiliation_strings":["Graphic Era Hill University,Dept. of CSE,Dehradun,India"],"affiliations":[{"raw_affiliation_string":"Graphic Era Hill University,Dept. of CSE,Dehradun,India","institution_ids":["https://openalex.org/I60054993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008781241","display_name":"Dev Soni","orcid":null},"institutions":[{"id":"https://openalex.org/I60054993","display_name":"Graphic Era University","ror":"https://ror.org/03wqgqd89","country_code":"IN","type":"education","lineage":["https://openalex.org/I60054993"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dev Soni","raw_affiliation_strings":["Graphic Era Hill University,Dept. of CSE,Dehradun,India"],"affiliations":[{"raw_affiliation_string":"Graphic Era Hill University,Dept. of CSE,Dehradun,India","institution_ids":["https://openalex.org/I60054993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071240659","display_name":"Dileep Kumar Mishra","orcid":"https://orcid.org/0000-0002-1846-6752"},"institutions":[{"id":"https://openalex.org/I60054993","display_name":"Graphic Era University","ror":"https://ror.org/03wqgqd89","country_code":"IN","type":"education","lineage":["https://openalex.org/I60054993"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dayavan Mishra","raw_affiliation_strings":["Graphic Era Hill University,Dept. of CSE,Dehradun,India"],"affiliations":[{"raw_affiliation_string":"Graphic Era Hill University,Dept. of CSE,Dehradun,India","institution_ids":["https://openalex.org/I60054993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037541478","display_name":"Saksham Mittal","orcid":"https://orcid.org/0000-0003-3778-3320"},"institutions":[{"id":"https://openalex.org/I60054993","display_name":"Graphic Era University","ror":"https://ror.org/03wqgqd89","country_code":"IN","type":"education","lineage":["https://openalex.org/I60054993"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Saksham Mittal","raw_affiliation_strings":["Graphic Era Hill University,Dept. of CSE,Dehradun,India"],"affiliations":[{"raw_affiliation_string":"Graphic Era Hill University,Dept. of CSE,Dehradun,India","institution_ids":["https://openalex.org/I60054993"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050651341","display_name":"Preeti Badhani","orcid":null},"institutions":[{"id":"https://openalex.org/I60054993","display_name":"Graphic Era University","ror":"https://ror.org/03wqgqd89","country_code":"IN","type":"education","lineage":["https://openalex.org/I60054993"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Preeti Badhani","raw_affiliation_strings":["Graphic Era Hill University,Dept. of CSE,Dehradun,India"],"affiliations":[{"raw_affiliation_string":"Graphic Era Hill University,Dept. of CSE,Dehradun,India","institution_ids":["https://openalex.org/I60054993"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5000276377"],"corresponding_institution_ids":["https://openalex.org/I60054993"],"apc_list":null,"apc_paid":null,"fwci":0.7205,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76734881,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14139","display_name":"E-commerce and Technology Innovations","score":0.8579999804496765,"subfield":{"id":"https://openalex.org/subfields/1403","display_name":"Business and International Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14139","display_name":"E-commerce and Technology Innovations","score":0.8579999804496765,"subfield":{"id":"https://openalex.org/subfields/1403","display_name":"Business and International Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7878633141517639},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5001368522644043},{"id":"https://openalex.org/keywords/map-reduce","display_name":"Map reduce","score":0.43121016025543213},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4257376790046692},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37148016691207886},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2125539779663086},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.08183833956718445}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7878633141517639},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5001368522644043},{"id":"https://openalex.org/C3019257732","wikidata":"https://www.wikidata.org/wiki/Q567759","display_name":"Map reduce","level":3,"score":0.43121016025543213},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4257376790046692},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37148016691207886},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2125539779663086},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.08183833956718445}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt61001.2024.10724169","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt61001.2024.10724169","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1680194270","https://openalex.org/W2076398797","https://openalex.org/W2109722477","https://openalex.org/W2247125699","https://openalex.org/W2626052135","https://openalex.org/W2889372130","https://openalex.org/W2979795770","https://openalex.org/W2988852820","https://openalex.org/W3013801584","https://openalex.org/W3121545709","https://openalex.org/W4313203509","https://openalex.org/W4399338965","https://openalex.org/W6750976601"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"There":[0],"are":[1,42,88,96,209],"a":[2,20,40,73,79,123,147],"lot":[3],"of":[4,39,177,213],"restaurants":[5],"to":[6,18,23,29,50,63,138,142,168,185,205,211,221,227],"pick":[7],"from":[8],"these":[9,214,223],"days,":[10],"so":[11],"it":[12,105,164,167],"might":[13,149],"be":[14,27],"difficult":[15,165],"for":[16,84,166],"folks":[17],"locate":[19],"new":[21],"location":[22],"eat.":[24],"It":[25],"can":[26],"challenging":[28],"choose":[30],"one":[31],"that":[32,81,95,108,114,127,189],"precisely":[33],"suits":[34],"their":[35,153],"preferences.":[36,119],"Customers\u2019":[37],"perceptions":[38],"restaurant":[41],"greatly":[43],"influenced":[44],"by":[45],"what":[46,146],"other":[47],"people":[48],"have":[49,72,217],"say":[51],"about":[52],"its":[53,178],"cleanliness":[54],"and":[55,102,134],"food":[56],"quality.":[57],"Unfavorable":[58],"reviews":[59],"may":[60,162,191],"cause":[61],"someone":[62],"question":[64],"if":[65],"they":[66,87],"will":[67],"like":[68],"the":[69,117,175,229],"dish":[70],"or":[71],"positive":[74],"experience.":[75],"People":[76],"enjoy":[77],"having":[78],"system":[80,110,126],"makes":[82],"recommendations":[83,141],"them":[85],"when":[86],"looking":[89],"through":[90],"various":[91],"products,":[92,172],"especially":[93],"those":[94],"highly":[97],"recommended.":[98],"This":[99],"saves":[100],"time":[101],"money.":[103],"However,":[104,156,194],"is":[106],"crucial":[107],"this":[109],"only":[111],"displays":[112],"products":[113,188],"align":[115],"with":[116],"user\u2019s":[118],"Our":[120],"work":[121],"proposes":[122],"novel":[124],"recommendation":[125,230],"combines":[128],"two":[129],"approaches:":[130],"collaborative":[131],"filtering":[132,136],"(CF)":[133],"content-based":[135],"(CBF)":[137],"provide":[139],"personalized":[140],"users.":[143],"To":[144],"determine":[145],"user":[148,183],"like,":[150],"CBF":[151],"considers":[152],"past":[154],"actions.":[155],"in":[157,195,225],"certain":[158,196],"cases,":[159,197],"insufficient":[160,198],"data":[161,200],"make":[163],"distinguish":[169],"between":[170],"distinct":[171],"which":[173],"reduces":[174],"quality":[176],"recommendations.":[179],"Conversely,":[180],"CF":[181],"leverages":[182],"interactions":[184],"recommend":[186],"related":[187],"users":[190,202],"find":[192],"interesting.":[193],"interaction":[199],"among":[201],"also":[203],"leads":[204],"issues.":[206],"Although":[207],"there":[208],"drawbacks":[210],"both":[212],"approaches,":[215],"we":[216],"been":[218],"developing":[219],"strategies":[220],"address":[222],"concerns":[224],"order":[226],"improve":[228],"system.":[231]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
