{"id":"https://openalex.org/W4411725594","doi":"https://doi.org/10.1109/jiot.2025.3583917","title":"GraphNetNLP-Enhanced Graph Recurrent Mapping Framework for Social Computing Recommendation","display_name":"GraphNetNLP-Enhanced Graph Recurrent Mapping Framework for Social Computing Recommendation","publication_year":2025,"publication_date":"2025-06-27","ids":{"openalex":"https://openalex.org/W4411725594","doi":"https://doi.org/10.1109/jiot.2025.3583917"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3583917","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3583917","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","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/A5063580605","display_name":"Ala Saleh Alluhaidan","orcid":"https://orcid.org/0000-0001-6829-9705"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Ala Saleh D. Alluhaidan","raw_affiliation_strings":["Department of Information Systems, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","Department of Information Systems, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]},{"raw_affiliation_string":"Department of Information Systems, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011073660","display_name":"Prabhakar Krishnan","orcid":"https://orcid.org/0000-0001-6702-112X"},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Prabhakar Krishnan","raw_affiliation_strings":["Centre for Cyber Security Systems and Networks, Amrita Vishwa Vidyapeetham, Amritapuri Campus, Kollam, India","Department of Cyber Security Systems and Networks, Amrita Vishwa Vidyapeetham, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Cyber Security Systems and Networks, Amrita Vishwa Vidyapeetham, Amritapuri Campus, Kollam, India","institution_ids":["https://openalex.org/I81556334"]},{"raw_affiliation_string":"Department of Cyber Security Systems and Networks, Amrita Vishwa Vidyapeetham, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013774176","display_name":"Kurunandan Jain","orcid":"https://orcid.org/0000-0003-2038-1114"},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kurunandan Jain","raw_affiliation_strings":["Centre for Cyber Security Systems and Networks, Amrita Vishwa Vidyapeetham, Amritapuri Campus, Kollam, India","Department of Cyber Security Systems and Networks, Amrita Vishwa Vidyapeetham, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Cyber Security Systems and Networks, Amrita Vishwa Vidyapeetham, Amritapuri Campus, Kollam, India","institution_ids":["https://openalex.org/I81556334"]},{"raw_affiliation_string":"Department of Cyber Security Systems and Networks, Amrita Vishwa Vidyapeetham, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009041118","display_name":"P. Prabu","orcid":"https://orcid.org/0000-0002-4971-0340"},"institutions":[{"id":"https://openalex.org/I240666556","display_name":"Imam Mohammad ibn Saud Islamic University","ror":"https://ror.org/05gxjyb39","country_code":"SA","type":"education","lineage":["https://openalex.org/I240666556"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"P. Prabu","raw_affiliation_strings":["Department of Information Systems, College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University, Riyadh, Saudi Arabia","Department, College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-4971-0340","affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I240666556"]},{"raw_affiliation_string":"Department, College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I240666556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060627575","display_name":"S. Baskar","orcid":null},"institutions":[{"id":"https://openalex.org/I65220239","display_name":"Karpagam Academy of Higher Education","ror":"https://ror.org/00ssvzv66","country_code":"IN","type":"education","lineage":["https://openalex.org/I65220239"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. Baskar","raw_affiliation_strings":["Department of Electronics and Communication Engineering/Center for Interdisciplinary Research, Karpagam Academy of Higher Education, Coimbatore, India","Electronics and Communication Engineering, Karpagam Academy of Higher Education Coimbatore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering/Center for Interdisciplinary Research, Karpagam Academy of Higher Education, Coimbatore, India","institution_ids":["https://openalex.org/I65220239"]},{"raw_affiliation_string":"Electronics and Communication Engineering, Karpagam Academy of Higher Education Coimbatore, India","institution_ids":["https://openalex.org/I65220239"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074492734","display_name":"Mohamed Shakeel Pethuraj","orcid":null},"institutions":[{"id":"https://openalex.org/I177055848","display_name":"University of Brawijaya","ror":"https://ror.org/01wk3d929","country_code":"ID","type":"education","lineage":["https://openalex.org/I177055848"]},{"id":"https://openalex.org/I32589535","display_name":"Technical University of Malaysia Malacca","ror":"https://ror.org/01xb6rs26","country_code":"MY","type":"education","lineage":["https://openalex.org/I32589535"]}],"countries":["ID","MY"],"is_corresponding":false,"raw_author_name":"Mohamed Shakeel Pethuraj","raw_affiliation_strings":["Department of Computer and Engineering, Universitas Alma Ata, Brawijaya, Indonesia","Yogyakarta, Indonesia, and the Faculty of Information and Communication Technology, Universiti Teknikal Malaysia Melaka, Faculty of Computer and Engineering, Universitas Alma Ata, Brawijaya, Melaka, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-1647-8266","affiliations":[{"raw_affiliation_string":"Department of Computer and Engineering, Universitas Alma Ata, Brawijaya, Indonesia","institution_ids":["https://openalex.org/I177055848"]},{"raw_affiliation_string":"Yogyakarta, Indonesia, and the Faculty of Information and Communication Technology, Universiti Teknikal Malaysia Melaka, Faculty of Computer and Engineering, Universitas Alma Ata, Brawijaya, Melaka, Malaysia","institution_ids":["https://openalex.org/I32589535"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5063580605"],"corresponding_institution_ids":["https://openalex.org/I106778892"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20871169,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"18","first_page":"37695","last_page":"37704"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9958999752998352,"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":0.9958999752998352,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9715999960899353,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8330146670341492},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4760051667690277},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.42602449655532837},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3713049292564392},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.2272944450378418}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8330146670341492},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4760051667690277},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.42602449655532837},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3713049292564392},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2272944450378418}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3583917","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3583917","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.5400000214576721,"display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G4564181147","display_name":null,"funder_award_id":"PNURSP2025R234","funder_id":"https://openalex.org/F4320322484","funder_display_name":"Princess Nourah Bint Abdulrahman University"}],"funders":[{"id":"https://openalex.org/F4320322484","display_name":"Princess Nourah Bint Abdulrahman University","ror":"https://ror.org/05b0cyh02"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2801011252","https://openalex.org/W2965080476","https://openalex.org/W3000623537","https://openalex.org/W3006156918","https://openalex.org/W3010968280","https://openalex.org/W3049229199","https://openalex.org/W3103842844","https://openalex.org/W3119971520","https://openalex.org/W3126145531","https://openalex.org/W3149443267","https://openalex.org/W3164347941","https://openalex.org/W3171249304","https://openalex.org/W3194312224","https://openalex.org/W3207896137","https://openalex.org/W4313572588","https://openalex.org/W4313890099","https://openalex.org/W4322719003","https://openalex.org/W4360861734","https://openalex.org/W4372313732","https://openalex.org/W4385777695","https://openalex.org/W4392603131","https://openalex.org/W4392646659","https://openalex.org/W4401023750"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266"],"abstract_inverted_index":{"The":[0,25,49,87,144,159],"growing":[1],"complexity":[2,165],"of":[3,12,156],"service":[4],"demands":[5,118],"and":[6,21,35,40,57,78,94,102,119,130,153,181,200],"user":[7,80],"interactions":[8,26],"in":[9,198],"the":[10,55,91,117,123,137,142,151,190],"Internet":[11],"Everything":[13],"(IoE)":[14,202],"necessitates":[15],"intelligent":[16,83],"systems":[17],"that":[18,99,111],"can":[19,112],"adapt":[20],"comprehend":[22],"human":[23],"interactions.":[24],"are":[27,133,147],"interpreted":[28],"through":[29],"multiple":[30],"modalities,":[31],"including":[32],"audio,":[33],"text,":[34],"real-time":[36],"observations,":[37],"enabling":[38],"personalized":[39],"accurate":[41],"responses":[42],"via":[43],"Natural":[44],"Language":[45],"Processing":[46],"(NLP)":[47],"techniques.":[48],"existing":[50],"approaches":[51],"struggle":[52],"to":[53,75,105,115,122,140,168,173,179,187],"manage":[54],"uncertainty":[56,170],"computation":[58],"delay":[59],"while":[60],"processing":[61,97,183,194],"voice":[62,101],"inputs.":[63],"Therefore,":[64],"this":[65],"paper":[66],"introduces":[67],"Graph-Aided":[68],"flow-based":[69],"neural":[70],"networks":[71,93],"for":[72,82],"NLP":[73],"(GraphNetNLP)":[74],"effectively":[76,196],"analyze":[77,141],"leverage":[79],"intent":[81],"social":[84],"computing":[85],"recommendations.":[86],"GraphNetNLP":[88],"approach":[89],"integrates":[90],"graph":[92,110,128],"natural":[95],"language":[96],"techniques":[98],"utilize":[100],"audio":[103],"inputs":[104],"develop":[106],"an":[107],"interconnected":[108],"cyclic":[109],"be":[113],"used":[114],"understand":[116],"services":[120],"provided":[121],"user.":[124],"In":[125],"addition,":[126],"recurrent":[127],"mapping":[129],"training":[131,161],"processes":[132],"utilized":[134,197],"along":[135],"with":[136],"certainty":[138,145],"factors":[139,146],"disconnections.":[143],"selected":[148],"based":[149],"on":[150],"mapped":[152],"exhausted":[154],"features":[155],"each":[157],"iteration.":[158],"successful":[160],"process":[162],"minimizes":[163],"computational":[164],"by":[166,171,177,185],"up":[167,172,178,186],"8.86%,":[169],"6.87%,":[174],"improves":[175],"accuracy":[176],"9.68%,":[180],"increases":[182],"ratio":[184],"11.77%.":[188],"Thus,":[189],"introduced":[191],"GraphNetNLP-based":[192],"information":[193],"is":[195],"text":[199],"other":[201],"applications.":[203]},"counts_by_year":[],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
