{"id":"https://openalex.org/W4385549611","doi":"https://doi.org/10.1007/s40747-023-01191-4","title":"A sequential neural recommendation system exploiting BERT and LSTM on social media posts","display_name":"A sequential neural recommendation system exploiting BERT and LSTM on social media posts","publication_year":2023,"publication_date":"2023-08-03","ids":{"openalex":"https://openalex.org/W4385549611","doi":"https://doi.org/10.1007/s40747-023-01191-4"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-023-01191-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-023-01191-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-01191-4.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-01191-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087817870","display_name":"Ali Noorian","orcid":"https://orcid.org/0000-0003-1585-0588"},"institutions":[{"id":"https://openalex.org/I41775361","display_name":"Islamic Azad University Central Tehran Branch","ror":"https://ror.org/03a11m818","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I41775361"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"A. Noorian","raw_affiliation_strings":["Department of Computer Engineering, Central Tehran Branch, Islamic Azad University, Tehran, Iran"],"raw_orcid":"https://orcid.org/0000-0003-1585-0588","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Central Tehran Branch, Islamic Azad University, Tehran, Iran","institution_ids":["https://openalex.org/I41775361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068702775","display_name":"Ali Harounabadi","orcid":"https://orcid.org/0000-0003-2382-5120"},"institutions":[{"id":"https://openalex.org/I41775361","display_name":"Islamic Azad University Central Tehran Branch","ror":"https://ror.org/03a11m818","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I41775361"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"A. Harounabadi","raw_affiliation_strings":["Department of Computer Engineering, Central Tehran Branch, Islamic Azad University, Tehran, Iran"],"raw_orcid":"https://orcid.org/0000-0003-2382-5120","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Central Tehran Branch, Islamic Azad University, Tehran, Iran","institution_ids":["https://openalex.org/I41775361"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041412263","display_name":"Seyed Mehdi Hazrati Fard","orcid":"https://orcid.org/0000-0002-2082-2840"},"institutions":[{"id":"https://openalex.org/I166459259","display_name":"Shiraz University","ror":"https://ror.org/028qtbk54","country_code":"IR","type":"education","lineage":["https://openalex.org/I166459259"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"M. Hazratifard","raw_affiliation_strings":["Department of Computer Science and Engineering, Shiraz University, Shiraz, Iran"],"raw_orcid":"https://orcid.org/0000-0002-2082-2840","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shiraz University, Shiraz, Iran","institution_ids":["https://openalex.org/I166459259"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5087817870"],"corresponding_institution_ids":["https://openalex.org/I41775361"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":16.1431,"has_fulltext":true,"cited_by_count":36,"citation_normalized_percentile":{"value":0.99075377,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"10","issue":"1","first_page":"721","last_page":"744"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9984999895095825,"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":0.9984999895095825,"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":0.998199999332428,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7955931425094604},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5615031719207764},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5579993724822998},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5515314936637878},{"id":"https://openalex.org/keywords/sequential-pattern-mining","display_name":"Sequential Pattern Mining","score":0.5380076766014099},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5184645056724548},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5133377909660339},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5069704055786133},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46029481291770935},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3952276408672333},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3416050374507904}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7955931425094604},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5615031719207764},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5579993724822998},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5515314936637878},{"id":"https://openalex.org/C149490388","wikidata":"https://www.wikidata.org/wiki/Q1718507","display_name":"Sequential Pattern Mining","level":2,"score":0.5380076766014099},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5184645056724548},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5133377909660339},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5069704055786133},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46029481291770935},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3952276408672333},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3416050374507904},{"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:10.1007/s40747-023-01191-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-023-01191-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-01191-4.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d80e3bf1c09d470ab09e79fed56dc505","is_oa":true,"landing_page_url":"https://doaj.org/article/d80e3bf1c09d470ab09e79fed56dc505","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":"Complex & Intelligent Systems, Vol 10, Iss 1, Pp 721-744 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-023-01191-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-023-01191-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-01191-4.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385549611.pdf"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W2019709499","https://openalex.org/W2055515294","https://openalex.org/W2588323309","https://openalex.org/W2611791389","https://openalex.org/W2774180115","https://openalex.org/W2791544193","https://openalex.org/W2890868409","https://openalex.org/W2984100107","https://openalex.org/W2998167534","https://openalex.org/W3014900199","https://openalex.org/W3017579368","https://openalex.org/W3035308866","https://openalex.org/W3041222599","https://openalex.org/W3049423987","https://openalex.org/W3084418435","https://openalex.org/W3109575922","https://openalex.org/W3115776703","https://openalex.org/W3119822710","https://openalex.org/W3120400505","https://openalex.org/W3135178882","https://openalex.org/W3174836126","https://openalex.org/W3175501901","https://openalex.org/W3182703556","https://openalex.org/W3186910431","https://openalex.org/W3190730109","https://openalex.org/W3203257065","https://openalex.org/W3206127589","https://openalex.org/W3209451568","https://openalex.org/W3209577918","https://openalex.org/W3212029107","https://openalex.org/W3214830073","https://openalex.org/W3215024260","https://openalex.org/W3216171594","https://openalex.org/W4205262604","https://openalex.org/W4206385129","https://openalex.org/W4210386571","https://openalex.org/W4214558423","https://openalex.org/W4220748984","https://openalex.org/W4223925960","https://openalex.org/W4224325171","https://openalex.org/W4224843121","https://openalex.org/W4226201142","https://openalex.org/W4226201539","https://openalex.org/W4226380897","https://openalex.org/W4286564606","https://openalex.org/W4287446998","https://openalex.org/W4288052590","https://openalex.org/W4288421114","https://openalex.org/W4289526718","https://openalex.org/W4290999038","https://openalex.org/W4294631238","https://openalex.org/W4296335812","https://openalex.org/W4312720137","https://openalex.org/W4316670312","https://openalex.org/W4380091056","https://openalex.org/W4380632772","https://openalex.org/W4380989763"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W3092950680","https://openalex.org/W4246980185","https://openalex.org/W2150182025","https://openalex.org/W3197542405","https://openalex.org/W2418190244","https://openalex.org/W4238861846","https://openalex.org/W3109187688"],"abstract_inverted_index":{"Abstract":[0],"Tourists":[1],"share":[2],"opinions":[3,122],"about":[4],"Points":[5],"of":[6,156],"Interest":[7],"(POIs)":[8],"through":[9],"online":[10],"posts":[11,177],"and":[12,73,95,123,178,201,215],"social":[13,183],"media":[14,184],"platforms.":[15],"Opinion":[16],"mining":[17],"is":[18,55],"a":[19,52,107,129,144,154],"popular":[20],"technique":[21],"for":[22,57,83,116,131],"extracting":[23],"feedback":[24],"from":[25,140],"tourists":[26,58],"who":[27],"visited":[28],"various":[29],"places":[30],"hidden":[31],"in":[32,37,66,175],"reviews,":[33],"which":[34],"are":[35,81],"used":[36],"several":[38,84],"tourist":[39],"applications":[40],"that":[41,69,87],"generally":[42],"reflect":[43],"their":[44,71,179],"preference":[45],"towards":[46],"POI.":[47],"On":[48],"the":[49,171,187,193],"other":[50,207],"hand,":[51],"trip":[53,78,134,158],"schema":[54],"difficult":[56],"because":[59],"they":[60,88],"must":[61],"pick":[62],"up":[63],"sequential":[64,133],"POIs":[65,163],"unknown":[67],"areas":[68],"meet":[70],"limitations":[72],"preferences.":[74,124],"However,":[75],"most":[76],"prior":[77],"suggestion":[79],"methods":[80,209],"suboptimal":[82],"reasons,":[85],"including":[86],"do":[89],"not":[90],"consider":[91],"valuable":[92,172],"user":[93,118,176],"reviews":[94],"rely":[96],"exclusively":[97],"on":[98,121,182,197],"left-to-right":[99],"unidirectional":[100],"discovery":[101],"sequence":[102],"models.":[103],"This":[104],"study":[105],"proposes":[106],"Neural":[108],"Network-Long":[109],"Short-Term":[110],"Memory":[111],"(LSTM)":[112],"POI":[113],"recommendation":[114],"system":[115],"calculating":[117],"similarity":[119],"based":[120,196],"In":[125,192],"addition,":[126],"it":[127],"presents":[128],"method":[130,169,205],"discovering":[132],"recommendations":[135],"with":[136,164],"Bidirectional":[137],"Encoder":[138],"Representations":[139],"Transformer":[141],"(BERT)":[142],"using":[143],"deep":[145],"learning":[146],"method.":[147],"Furthermore,":[148,167],"this":[149,168,203],"neural":[150],"hybrid":[151,204],"framework":[152],"identifies":[153],"list":[155],"optimal":[157],"candidates":[159],"by":[160],"combining":[161],"personalized":[162],"multifaceted":[165],"context.":[166],"employs":[170],"information":[173,181],"contained":[174],"demographic":[180],"to":[185],"mitigate":[186],"well-known":[188],"cold":[189],"start":[190],"issue.":[191],"experimental":[194],"evaluation":[195],"two":[198],"datasets,":[199],"Tripadvisor":[200],"Yelp,":[202],"outperforms":[206],"state-of-the-art":[208],"when":[210],"considering":[211],"F-Score,":[212],"nDCG,":[213],"RMSE,":[214],"MAP.":[216]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":12}],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}