{"id":"https://openalex.org/W4364365813","doi":"https://doi.org/10.1186/s13677-023-00427-5","title":"NPR-LBN: next point of interest recommendation using large bipartite networks with edge and cloud computing","display_name":"NPR-LBN: next point of interest recommendation using large bipartite networks with edge and cloud computing","publication_year":2023,"publication_date":"2023-04-11","ids":{"openalex":"https://openalex.org/W4364365813","doi":"https://doi.org/10.1186/s13677-023-00427-5"},"language":"en","primary_location":{"id":"doi:10.1186/s13677-023-00427-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00427-5","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00427-5","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"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":"Journal of Cloud Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00427-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067743408","display_name":"Inayat Khan","orcid":"https://orcid.org/0000-0003-0895-9665"},"institutions":[{"id":"https://openalex.org/I142732210","display_name":"University of Engineering and Technology Lahore","ror":"https://ror.org/0051w2v06","country_code":"PK","type":"education","lineage":["https://openalex.org/I142732210"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Inayat Khan","raw_affiliation_strings":["Department of Computer Science, University of Engineering and Technology, Mardan, 23200, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Engineering and Technology, Mardan, 23200, Pakistan","institution_ids":["https://openalex.org/I142732210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022786388","display_name":"Anwar Sadad","orcid":null},"institutions":[{"id":"https://openalex.org/I12469534","display_name":"Quaid-i-Azam University","ror":"https://ror.org/04s9hft57","country_code":"PK","type":"education","lineage":["https://openalex.org/I12469534"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Anwar Sadad","raw_affiliation_strings":["Quaid-I-Azam University, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"Quaid-I-Azam University, Islamabad, Pakistan","institution_ids":["https://openalex.org/I12469534"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108115089","display_name":"Gauhar Ali","orcid":null},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Gauhar Ali","raw_affiliation_strings":["EIAS Data Science and Blockchain Lab, College of Computer and Information Sciences, Prince Sultan University, Riyadh, 11586, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"EIAS Data Science and Blockchain Lab, College of Computer and Information Sciences, Prince Sultan University, Riyadh, 11586, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038150152","display_name":"Mohammed ElAffendi","orcid":"https://orcid.org/0000-0001-9349-1985"},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammed ElAffendi","raw_affiliation_strings":["EIAS Data Science and Blockchain Lab, College of Computer and Information Sciences, Prince Sultan University, Riyadh, 11586, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"EIAS Data Science and Blockchain Lab, College of Computer and Information Sciences, Prince Sultan University, Riyadh, 11586, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101709868","display_name":"Razaullah Khan","orcid":"https://orcid.org/0000-0002-4144-050X"},"institutions":[{"id":"https://openalex.org/I142732210","display_name":"University of Engineering and Technology Lahore","ror":"https://ror.org/0051w2v06","country_code":"PK","type":"education","lineage":["https://openalex.org/I142732210"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Razaullah Khan","raw_affiliation_strings":["Department of Computer Science, University of Engineering and Technology, Mardan, 23200, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Engineering and Technology, Mardan, 23200, Pakistan","institution_ids":["https://openalex.org/I142732210"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042357679","display_name":"Tariq Sadad","orcid":"https://orcid.org/0000-0002-0078-7849"},"institutions":[{"id":"https://openalex.org/I142732210","display_name":"University of Engineering and Technology Lahore","ror":"https://ror.org/0051w2v06","country_code":"PK","type":"education","lineage":["https://openalex.org/I142732210"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Tariq Sadad","raw_affiliation_strings":["Department of Computer Science, University of Engineering and Technology, Mardan, 23200, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Engineering and Technology, Mardan, 23200, Pakistan","institution_ids":["https://openalex.org/I142732210"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5067743408"],"corresponding_institution_ids":["https://openalex.org/I142732210"],"apc_list":{"value":990,"currency":"GBP","value_usd":1214},"apc_paid":{"value":990,"currency":"GBP","value_usd":1214},"fwci":2.7673,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.91512862,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"12","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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.991599977016449,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"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":0.9775000214576721,"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/computer-science","display_name":"Computer science","score":0.855742335319519},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6764072179794312},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.653441846370697},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5359051823616028},{"id":"https://openalex.org/keywords/point-of-interest","display_name":"Point of interest","score":0.5270901918411255},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5180583000183105},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4818169176578522},{"id":"https://openalex.org/keywords/bipartite-graph","display_name":"Bipartite graph","score":0.4680492579936981},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.4588492512702942},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4544936716556549},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4500933587551117},{"id":"https://openalex.org/keywords/urban-computing","display_name":"Urban computing","score":0.44680914282798767},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.4463200867176056},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33672499656677246},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.29353952407836914},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2162661850452423},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1931542158126831},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.16471225023269653},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.16141819953918457}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.855742335319519},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6764072179794312},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.653441846370697},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5359051823616028},{"id":"https://openalex.org/C150140777","wikidata":"https://www.wikidata.org/wiki/Q960648","display_name":"Point of interest","level":2,"score":0.5270901918411255},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5180583000183105},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4818169176578522},{"id":"https://openalex.org/C197657726","wikidata":"https://www.wikidata.org/wiki/Q174733","display_name":"Bipartite graph","level":3,"score":0.4680492579936981},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.4588492512702942},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4544936716556549},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4500933587551117},{"id":"https://openalex.org/C2778459138","wikidata":"https://www.wikidata.org/wiki/Q7900107","display_name":"Urban computing","level":2,"score":0.44680914282798767},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.4463200867176056},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33672499656677246},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.29353952407836914},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2162661850452423},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1931542158126831},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.16471225023269653},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.16141819953918457},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13677-023-00427-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00427-5","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00427-5","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"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":"Journal of Cloud Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:532465a7dfcf4c79bb6de41287c9c5f4","is_oa":true,"landing_page_url":"https://doaj.org/article/532465a7dfcf4c79bb6de41287c9c5f4","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Cloud Computing: Advances, Systems and Applications, Vol 12, Iss 1, Pp 1-13 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13677-023-00427-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00427-5","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00427-5","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"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":"Journal of Cloud Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6399999856948853,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320327702","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4364365813.pdf"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1888005072","https://openalex.org/W2025605741","https://openalex.org/W2030808931","https://openalex.org/W2054560962","https://openalex.org/W2088246687","https://openalex.org/W2133810280","https://openalex.org/W2146008005","https://openalex.org/W2159094788","https://openalex.org/W2275335423","https://openalex.org/W2362771282","https://openalex.org/W2534727297","https://openalex.org/W2565412869","https://openalex.org/W2759079241","https://openalex.org/W2762850579","https://openalex.org/W2858081207","https://openalex.org/W2903158826","https://openalex.org/W2945670315","https://openalex.org/W2980258356","https://openalex.org/W3038620866","https://openalex.org/W3115776703","https://openalex.org/W3118650744","https://openalex.org/W3133877534","https://openalex.org/W3185067909","https://openalex.org/W3215187144","https://openalex.org/W4200471400","https://openalex.org/W4214736316","https://openalex.org/W4241366218"],"related_works":["https://openalex.org/W2912355043","https://openalex.org/W2139872359","https://openalex.org/W2743808405","https://openalex.org/W2036323314","https://openalex.org/W4385270215","https://openalex.org/W3011635341","https://openalex.org/W2889535606","https://openalex.org/W2900873536","https://openalex.org/W4214668979","https://openalex.org/W2576554443"],"abstract_inverted_index":{"Abstract":[0],"During":[1],"the":[2,12,25,70,138,158,182,192],"last":[3],"decades,":[4],"tourism":[5,211],"has":[6],"been":[7,66],"augmented":[8],"worldwide":[9],"through":[10],"which":[11,45,102],"diversity":[13],"of":[14,73,185,229],"tourists\u2019":[15,54],"interests":[16],"is":[17,20],"increased":[18],"and":[19,43,59,82,99,117,128,143,163,166,169,180,197,202,231,236],"challenging":[21],"to":[22,47,53,68,79,113,125,178,190,206],"tackle":[23],"with":[24],"traditional":[26],"management":[27,212],"system.":[28],"Such":[29],"challenges":[30],"can":[31],"be":[32,176,207],"overcome":[33,80],"by":[34,210],"LBSNs":[35],"(Location-Based":[36],"Social":[37],"Networks)":[38],"such":[39],"as":[40],"Yelp,":[41],"Foursquare,":[42],"Facebook":[44],"help":[46],"collect":[48],"more":[49,200],"personalized":[50,170],"information":[51],"close":[52],"preferences/interests":[55],"like":[56],"check-ins,":[57],"comments,":[58],"reviews.":[60],"In":[61,151],"this":[62,110,132],"regard,":[63],"solutions":[64],"have":[65,135],"proposed":[67,193],"exploit":[69],"POI":[71,107,129],"(Point":[72],"Interest)":[74],"recommendation,":[75],"but":[76],"they":[77],"failed":[78],"sparsity":[81,235],"cold-start":[83,237],"problems.":[84,238],"Existing":[85],"methods":[86,223],"are":[87,103],"also":[88],"not":[89],"focusing":[90],"on":[91],"important":[92],"aspects,":[93],"including":[94],"geographical":[95],"context,":[96],"dynamics":[97],"preferences":[98],"social":[100],"influence,":[101],"essential":[104],"factors":[105,116,139],"in":[106,227],"recommendation.":[108],"Therefore,":[109],"work":[111],"tried":[112],"incorporate":[114],"these":[115],"present":[118],"a":[119,147],"unified":[120],"model":[121,220],"using":[122,140,224],"bipartite":[123],"networks":[124,142],"learn":[126],"users":[127],"dynamics.":[130],"For":[131],"purpose,":[133],"we":[134],"represented":[136],"all":[137],"eleven":[141],"combined":[144],"them":[145],"into":[146],"single":[148],"latent":[149],"space.":[150],"addition,":[152],"Edge":[153],"Computing":[154],"processes":[155],"data":[156,186],"at":[157],"network's":[159],"edge,":[160],"reducing":[161],"latency":[162],"bandwidth":[164],"usage":[165],"enabling":[167],"real-time":[168],"recommendations.":[171],"Furthermore,":[172],"cloud":[173],"computing":[174],"could":[175],"used":[177,209],"store":[179],"process":[181],"large":[183],"amounts":[184],"collected":[187],"from":[188],"LBSNs,":[189],"support":[191],"model's":[194],"computational":[195],"requirements":[196],"make":[198],"it":[199,205],"accessible":[201],"scalable,":[203],"allowing":[204],"easily":[208],"systems":[213],"worldwide.":[214],"Experimental":[215],"results":[216],"show":[217],"that":[218],"our":[219],"outperforms":[221],"state-of-the-art":[222],"real-world":[225],"dataset":[226],"terms":[228],"accuracy":[230],"perform":[232],"better":[233],"against":[234]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}
