{"id":"https://openalex.org/W4417200316","doi":"https://doi.org/10.1007/s13369-025-10914-3","title":"Multi-Class Sentiment Analysis on Turkish E-Commerce Data: Comparison of Traditional and Deep Learning Approaches","display_name":"Multi-Class Sentiment Analysis on Turkish E-Commerce Data: Comparison of Traditional and Deep Learning Approaches","publication_year":2025,"publication_date":"2025-12-10","ids":{"openalex":"https://openalex.org/W4417200316","doi":"https://doi.org/10.1007/s13369-025-10914-3"},"language":"en","primary_location":{"id":"doi:10.1007/s13369-025-10914-3","doi":"https://doi.org/10.1007/s13369-025-10914-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s13369-025-10914-3","pdf_url":null,"source":{"id":"https://openalex.org/S4210185304","display_name":"Arabian Journal for Science and Engineering","issn_l":"1319-8025","issn":["1319-8025","2191-4281","2193-567X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","poland-40","russia-white-list-1","vabb-shw"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Arabian Journal for Science and Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/20.500.12662/10627","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120743253","display_name":"Dilara Savci","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I8666313","display_name":"Beykent University","ror":"https://ror.org/03dcvf827","country_code":"TR","type":"education","lineage":["https://openalex.org/I8666313"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Dilara Savci","raw_affiliation_strings":["Department of Software Engineering, Faculty of Engineering and Architecture, Istanbul Beykent University, Sariyer, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Software Engineering, Faculty of Engineering and Architecture, Istanbul Beykent University, Sariyer, Turkey","institution_ids":["https://openalex.org/I8666313"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021700660","display_name":"G\u00fclay \u00c7i\u00e7ek","orcid":"https://orcid.org/0000-0002-6607-1181","observed_orcids":["https://orcid.org/0000-0002-6607-1181"]},"institutions":[{"id":"https://openalex.org/I8666313","display_name":"Beykent University","ror":"https://ror.org/03dcvf827","country_code":"TR","type":"education","lineage":["https://openalex.org/I8666313"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Gulay Cicek","raw_affiliation_strings":["Department of Biomedical Engineering, Faculty of Engineering and Architecture, Istanbul Beykent University, Sariyer, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Faculty of Engineering and Architecture, Istanbul Beykent University, Sariyer, Turkey","institution_ids":["https://openalex.org/I8666313"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5021700660","https://openalex.org/A5120743253"],"corresponding_institution_ids":["https://openalex.org/I8666313"],"apc_list":{"value":3490,"currency":"USD","value_usd":3490},"apc_paid":null,"fwci":0.2446,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.50069465,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"51","issue":"9","first_page":"12089","last_page":"12126"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":1.0,"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/T10028","display_name":"Topic Modeling","score":0.0,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.0,"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/turkish-language","display_name":"Turkish language","score":0.7369999885559082},{"id":"https://openalex.org/keywords/online-consumer-reviews","display_name":"online customer reviews","score":0.9620000123977661},{"id":"https://openalex.org/keywords/deep-learning-vs-traditional-machine-learning","display_name":"deep learning vs traditional machine learning","score":0.7850000262260437},{"id":"https://openalex.org/keywords/lstm","display_name":"LSTM","score":0.7630000114440918},{"id":"https://openalex.org/keywords/cnn-lstm","display_name":"CNN-LSTM","score":0.7760000228881836},{"id":"https://openalex.org/keywords/cnn-gru","display_name":"CNN-GRU","score":0.7860000133514404},{"id":"https://openalex.org/keywords/bidirectional-lstm","display_name":"bidirectional LSTM","score":0.8410000205039978},{"id":"https://openalex.org/keywords/bidirectional-gru","display_name":"bidirectional GRU","score":0.9940000176429749},{"id":"https://openalex.org/keywords/hybrid-architecture","display_name":"hybrid architecture","score":0.5870000123977661},{"id":"https://openalex.org/keywords/review-text-classification","display_name":"review text classification","score":0.4189999997615814},{"id":"https://openalex.org/keywords/web-scraping","display_name":"web scraping","score":0.5770000219345093}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7907999753952026},{"id":"https://openalex.org/C2781121862","wikidata":"https://www.wikidata.org/wiki/Q256","display_name":"Turkish","level":2,"score":0.7813000082969666},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.76910001039505},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.6771000027656555},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6039999723434448},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.555400013923645},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5400999784469604},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.46869999170303345},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45210000872612},{"id":"https://openalex.org/C3018790387","wikidata":"https://www.wikidata.org/wiki/Q869010","display_name":"Hybrid learning","level":2,"score":0.3312999904155731},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.32670000195503235},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.2606000006198883}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s13369-025-10914-3","doi":"https://doi.org/10.1007/s13369-025-10914-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s13369-025-10914-3","pdf_url":null,"source":{"id":"https://openalex.org/S4210185304","display_name":"Arabian Journal for Science and Engineering","issn_l":"1319-8025","issn":["1319-8025","2191-4281","2193-567X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","poland-40","russia-white-list-1","vabb-shw"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Arabian Journal for Science and Engineering","raw_type":"journal-article"},{"id":"pmh:oai:earsiv.beykent.edu.tr:20.500.12662/10627","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.12662/10627","pdf_url":null,"source":{"id":"https://openalex.org/S7407055172","display_name":"Beykent University Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:earsiv.beykent.edu.tr:20.500.12662/10627","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.12662/10627","pdf_url":null,"source":{"id":"https://openalex.org/S7407055172","display_name":"Beykent University Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2947343772","https://openalex.org/W3011854025","https://openalex.org/W3036066542","https://openalex.org/W3042762729","https://openalex.org/W3051439157","https://openalex.org/W3081987387","https://openalex.org/W3107761158","https://openalex.org/W3127950691","https://openalex.org/W3128535632","https://openalex.org/W3128536251","https://openalex.org/W3132929799","https://openalex.org/W3134056544","https://openalex.org/W3160016965","https://openalex.org/W3170635160","https://openalex.org/W3183747776","https://openalex.org/W3196289802","https://openalex.org/W3197264344","https://openalex.org/W4285070772","https://openalex.org/W4285222324","https://openalex.org/W4286567510","https://openalex.org/W4294608862","https://openalex.org/W4303980867","https://openalex.org/W4366084938","https://openalex.org/W4381891800","https://openalex.org/W4389849594","https://openalex.org/W4389871159","https://openalex.org/W4390171915","https://openalex.org/W4390500472","https://openalex.org/W4395097474","https://openalex.org/W4399302398","https://openalex.org/W4404066146"],"related_works":["https://openalex.org/W4416183743","https://openalex.org/W4416114356","https://openalex.org/W2913458235","https://openalex.org/W7136041214","https://openalex.org/W3216838011","https://openalex.org/W7172403366","https://openalex.org/W3130460809","https://openalex.org/W4406267232","https://openalex.org/W4413179666","https://openalex.org/W3170635160"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-12-10T00:00:00"}