{"id":"https://openalex.org/W4389474173","doi":"https://doi.org/10.1109/access.2023.3341222","title":"Graph Neural Network for Smartphone Recommendation System: A Sentiment Analysis Approach for Smartphone Rating","display_name":"Graph Neural Network for Smartphone Recommendation System: A Sentiment Analysis Approach for Smartphone Rating","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4389474173","doi":"https://doi.org/10.1109/access.2023.3341222"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3341222","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3341222","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10352111.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10352111.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057434297","display_name":"Stephen Ojo","orcid":"https://orcid.org/0000-0002-2383-621X"},"institutions":[{"id":"https://openalex.org/I68812265","display_name":"Anderson University - South Carolina","ror":"https://ror.org/01gmrmd93","country_code":"US","type":"education","lineage":["https://openalex.org/I68812265"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stephen Ojo","raw_affiliation_strings":["Department of Electrical and Computer Engineering, College of Engineering, Anderson University, Anderson, SC, USA","Department of Electrical and Computer Engineering, College of Engineering Anderson, Anderson, South Carolina, USA"],"raw_orcid":"https://orcid.org/0000-0002-2383-621X","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, College of Engineering, Anderson University, Anderson, SC, USA","institution_ids":[]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, College of Engineering Anderson, Anderson, South Carolina, USA","institution_ids":["https://openalex.org/I68812265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069383358","display_name":"Sidra Abbas","orcid":"https://orcid.org/0009-0001-0117-4390"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Sidra Abbas","raw_affiliation_strings":["Department of Computer Science, COMSATS University Islamabad, Islamabad, Pakistan"],"raw_orcid":"https://orcid.org/0009-0001-0117-4390","affiliations":[{"raw_affiliation_string":"Department of Computer Science, COMSATS University Islamabad, Islamabad, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014832215","display_name":"Mehrez Marzougui","orcid":"https://orcid.org/0000-0003-0445-5371"},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mehrez Marzougui","raw_affiliation_strings":["College of Computer Science, King Khalid University, Abha, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-0445-5371","affiliations":[{"raw_affiliation_string":"College of Computer Science, King Khalid University, Abha, Saudi Arabia","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022474498","display_name":"Gabriel Avelino Sampedro","orcid":"https://orcid.org/0000-0003-2354-4409"},"institutions":[{"id":"https://openalex.org/I97002122","display_name":"University of the Philippines Open University","ror":"https://ror.org/00k27aj44","country_code":"PH","type":"education","lineage":["https://openalex.org/I103911934","https://openalex.org/I97002122"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Gabriel Avelino Sampedro","raw_affiliation_strings":["Faculty of Information and Communication Studies, University of the Philippines Open University, Los Ba&#x00F1;os, Philippines"],"raw_orcid":"https://orcid.org/0000-0003-2354-4409","affiliations":[{"raw_affiliation_string":"Faculty of Information and Communication Studies, University of the Philippines Open University, Los Ba&#x00F1;os, Philippines","institution_ids":["https://openalex.org/I97002122"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045221683","display_name":"Ahmad Almadhor","orcid":"https://orcid.org/0000-0002-8665-1669"},"institutions":[{"id":"https://openalex.org/I199702508","display_name":"Jouf University","ror":"https://ror.org/02zsyt821","country_code":"SA","type":"education","lineage":["https://openalex.org/I199702508"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ahmad S. Almadhor","raw_affiliation_strings":["Department of Computer Engineering and Networks, College of Computer and Information Sciences, Jouf University, Sakaka, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-8665-1669","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering and Networks, College of Computer and Information Sciences, Jouf University, Sakaka, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071045096","display_name":"Abdullah Al Hejaili","orcid":"https://orcid.org/0000-0002-8388-4723"},"institutions":[{"id":"https://openalex.org/I72264486","display_name":"University of Tabuk","ror":"https://ror.org/04yej8x59","country_code":"SA","type":"education","lineage":["https://openalex.org/I72264486"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Abdullah Al Hejaili","raw_affiliation_strings":["Computer Science Department, Faculty of Computers and Information Technology, University of Tabuk, Tabuk, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Faculty of Computers and Information Technology, University of Tabuk, Tabuk, Saudi Arabia","institution_ids":["https://openalex.org/I72264486"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010496220","display_name":"Iryna Ivanochko","orcid":"https://orcid.org/0000-0002-1936-968X"},"institutions":[{"id":"https://openalex.org/I74788687","display_name":"Comenius University Bratislava","ror":"https://ror.org/0587ef340","country_code":"SK","type":"education","lineage":["https://openalex.org/I74788687"]},{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["SK","UA"],"is_corresponding":false,"raw_author_name":"Iryna Ivanochko","raw_affiliation_strings":["Faculty of Management, Comenius University Bratislava, Bratislava, Slovakia","Faculty of Management, Odbojarov 10, Comenius University in Bratislava, Bratislava, Slovakia","Institute of Economics and Management, Bandera 12, Lviv Polytechnic National University, Lviv, Ukraine"],"raw_orcid":"https://orcid.org/0000-0002-1936-968X","affiliations":[{"raw_affiliation_string":"Faculty of Management, Comenius University Bratislava, Bratislava, Slovakia","institution_ids":["https://openalex.org/I74788687"]},{"raw_affiliation_string":"Faculty of Management, Odbojarov 10, Comenius University in Bratislava, Bratislava, Slovakia","institution_ids":["https://openalex.org/I74788687"]},{"raw_affiliation_string":"Institute of Economics and Management, Bandera 12, Lviv Polytechnic National University, Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.633,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.9207027,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"11","issue":null,"first_page":"140451","last_page":"140463"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9965999722480774,"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":0.9965999722480774,"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":0.9965999722480774,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9807000160217285,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7838447093963623},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5621839761734009},{"id":"https://openalex.org/keywords/smartphone-application","display_name":"Smartphone application","score":0.4753396511077881},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.47324925661087036},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.44416847825050354},{"id":"https://openalex.org/keywords/smartphone-app","display_name":"Smartphone app","score":0.41026565432548523},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3387821912765503},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32142174243927},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2585965394973755},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.19407767057418823},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.0852547287940979}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7838447093963623},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5621839761734009},{"id":"https://openalex.org/C3020250448","wikidata":"https://www.wikidata.org/wiki/Q620615","display_name":"Smartphone application","level":2,"score":0.4753396511077881},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.47324925661087036},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.44416847825050354},{"id":"https://openalex.org/C3017619522","wikidata":"https://www.wikidata.org/wiki/Q620615","display_name":"Smartphone app","level":2,"score":0.41026565432548523},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3387821912765503},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32142174243927},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2585965394973755},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.19407767057418823},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.0852547287940979}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3341222","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3341222","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10352111.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:106cd242850f495393595d052c0280b7","is_oa":true,"landing_page_url":"https://doaj.org/article/106cd242850f495393595d052c0280b7","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 11, Pp 140451-140463 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3341222","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3341222","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10352111.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4408990511","display_name":null,"funder_award_id":"RGP2/249/44","funder_id":"https://openalex.org/F4320324433","funder_display_name":"King Khalid University"},{"id":"https://openalex.org/G892498200","display_name":null,"funder_award_id":"RGP1/417/44","funder_id":"https://openalex.org/F4320324433","funder_display_name":"King Khalid University"}],"funders":[{"id":"https://openalex.org/F4320324433","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389474173.pdf","grobid_xml":"https://content.openalex.org/works/W4389474173.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1566256432","https://openalex.org/W2116341502","https://openalex.org/W2148143831","https://openalex.org/W2419597278","https://openalex.org/W2513272121","https://openalex.org/W2792341243","https://openalex.org/W2921156164","https://openalex.org/W2921330598","https://openalex.org/W2954868868","https://openalex.org/W2957167823","https://openalex.org/W2989824623","https://openalex.org/W2993843842","https://openalex.org/W2994375533","https://openalex.org/W3081846391","https://openalex.org/W3093516977","https://openalex.org/W3100703593","https://openalex.org/W3101087848","https://openalex.org/W3104667238","https://openalex.org/W3118754300","https://openalex.org/W3125474585","https://openalex.org/W3152893301","https://openalex.org/W3193514658","https://openalex.org/W3206178803","https://openalex.org/W4206005985","https://openalex.org/W4220844134","https://openalex.org/W4225908946","https://openalex.org/W4226115742","https://openalex.org/W4236623741","https://openalex.org/W4283079749","https://openalex.org/W4294168434","https://openalex.org/W4294234212","https://openalex.org/W4300951248","https://openalex.org/W4312995712","https://openalex.org/W4313443746","https://openalex.org/W4376852345","https://openalex.org/W4388052678","https://openalex.org/W6717177883","https://openalex.org/W6734291097"],"related_works":["https://openalex.org/W2188165387","https://openalex.org/W4280528309","https://openalex.org/W4393384900","https://openalex.org/W2974542263","https://openalex.org/W2889091771","https://openalex.org/W2163116802","https://openalex.org/W2889151196","https://openalex.org/W773011023","https://openalex.org/W4394136984","https://openalex.org/W2198770741"],"abstract_inverted_index":{"The":[0,57,76,99,118,127],"increasing":[1],"demand":[2],"for":[3,15],"mobile":[4,33,50],"phones":[5],"has":[6],"resulted":[7],"in":[8],"abundant":[9],"online":[10,149],"reviews,":[11],"making":[12],"it":[13],"challenging":[14],"consumers":[16,132],"to":[17,31,95,141],"make":[18,133],"informed":[19,134],"purchasing":[20,135],"decisions.In":[21],"this":[22],"study,":[23],"we":[24],"propose":[25],"Graph":[26],"Neural":[27,85],"Network":[28,86],"(GNN)":[29],"models":[30,81],"classify":[32],"phone":[34,51],"ratings":[35],"using":[36,72],"Term":[37],"Frequency-Inverse":[38],"Document":[39],"Frequency":[40],"(TF-IDF)":[41],"features.":[42],"We":[43],"collected":[44],"a":[45],"dataset":[46],"of":[47,148],"over":[48],"13,000":[49],"evaluations":[52],"from":[53,66],"the":[54,67,104,122],"Flipkart":[55],"website.":[56],"proposed":[58,77,128],"method":[59],"includes":[60],"data":[61],"purification,":[62],"balancing,":[63],"feature":[64],"extraction":[65],"TF-IDF,":[68],"and":[69,92,116,137],"model":[70,106,120],"prediction":[71],"deep":[73,111],"learning":[74,112],"models.":[75],"approach":[78,129],"utilized":[79],"other":[80,97,142],"such":[82],"as":[83],"Deep":[84],"(DNN),":[87],"Long":[88],"Short-Term":[89],"Memory":[90],"(LSTM),":[91],"Bidirectional":[93],"LSTM":[94],"compare":[96],"classifiers.":[98],"experiments\u2019":[100],"outcomes":[101],"demonstrate":[102],"that":[103],"suggested":[105],"performs":[107],"better":[108],"than":[109],"conventional":[110],"methods":[113],"regarding":[114],"accuracy":[115,125],"efficiency.":[117],"GNN":[119],"achieved":[121],"best":[123],"99.0%":[124],"rate.":[126],"can":[130,138],"help":[131],"decisions":[136],"be":[139],"extended":[140],"e-commerce":[143],"platforms":[144],"with":[145],"large":[146],"datasets":[147],"reviews.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-27T08:26:11.824852","created_date":"2025-10-10T00:00:00"}
