{"id":"https://openalex.org/W3212007445","doi":"https://doi.org/10.1007/s11227-021-04169-6","title":"A deep learning approach in predicting products\u2019 sentiment ratings: a comparative analysis","display_name":"A deep learning approach in predicting products\u2019 sentiment ratings: a comparative analysis","publication_year":2021,"publication_date":"2021-11-05","ids":{"openalex":"https://openalex.org/W3212007445","doi":"https://doi.org/10.1007/s11227-021-04169-6","mag":"3212007445","pmid":"https://pubmed.ncbi.nlm.nih.gov/34754140"},"language":"en","primary_location":{"id":"doi:10.1007/s11227-021-04169-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11227-021-04169-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11227-021-04169-6.pdf","source":{"id":"https://openalex.org/S32326811","display_name":"The Journal of Supercomputing","issn_l":"0920-8542","issn":["0920-8542","1573-0484"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Journal of Supercomputing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/s11227-021-04169-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041573811","display_name":"Vimala Balakrishnan","orcid":"https://orcid.org/0000-0002-6859-4488"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Vimala Balakrishnan","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Malaya, 50603 Kuala Lumpur, Malaysia","Faculty of Computer Science and Information Technology, Universiti Malaya, 50603, Kuala Lumpur, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Malaya, 50603 Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]},{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003667105","display_name":"Zhongliang Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Zhongliang Shi","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Malaya, 50603 Kuala Lumpur, Malaysia","Faculty of Computer Science and Information Technology, Universiti Malaya, 50603, Kuala Lumpur, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Malaya, 50603 Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]},{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038864806","display_name":"Chuan Liang Law","orcid":"https://orcid.org/0000-0003-2379-4045"},"institutions":[{"id":"https://openalex.org/I874769580","display_name":"Tenaga Nasional Berhad (Malaysia)","ror":"https://ror.org/04jjxmt88","country_code":"MY","type":"company","lineage":["https://openalex.org/I874769580"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Chuan Liang Law","raw_affiliation_strings":["Malayan Banking Berhad, 50050 Kuala Lumpur, Malaysia","Malayan Banking Berhad, 50050, Kuala Lumpur, Malaysia"],"affiliations":[{"raw_affiliation_string":"Malayan Banking Berhad, 50050 Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I874769580"]},{"raw_affiliation_string":"Malayan Banking Berhad, 50050, Kuala Lumpur, Malaysia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026056328","display_name":"Regine Lim","orcid":"https://orcid.org/0000-0002-4272-6171"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Regine Lim","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Malaya, 50603 Kuala Lumpur, Malaysia","Faculty of Computer Science and Information Technology, Universiti Malaya, 50603, Kuala Lumpur, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Malaya, 50603 Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]},{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015422297","display_name":"Lee Leng Teh","orcid":null},"institutions":[{"id":"https://openalex.org/I72700828","display_name":"Open University Malaysia","ror":"https://ror.org/037yy5v69","country_code":"MY","type":"education","lineage":["https://openalex.org/I72700828"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Lee Leng Teh","raw_affiliation_strings":["Datium Insights, 59200 Kuala Lumpur, Malaysia","Datium Insights, 59200, Kuala Lumpur, Malaysia"],"affiliations":[{"raw_affiliation_string":"Datium Insights, 59200 Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I72700828"]},{"raw_affiliation_string":"Datium Insights, 59200, Kuala Lumpur, Malaysia","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075998876","display_name":"Yue Fan","orcid":"https://orcid.org/0000-0002-5597-3884"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Yue Fan","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Malaya, 50603 Kuala Lumpur, Malaysia","Faculty of Computer Science and Information Technology, Universiti Malaya, 50603, Kuala Lumpur, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Malaya, 50603 Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]},{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5041573811"],"corresponding_institution_ids":["https://openalex.org/I33849332"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":7.1302,"has_fulltext":true,"cited_by_count":68,"citation_normalized_percentile":{"value":0.97539268,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"78","issue":"5","first_page":"7206","last_page":"7226"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9995999932289124,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9987000226974487,"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":0.8857119083404541},{"id":"https://openalex.org/keywords/word2vec","display_name":"Word2vec","score":0.7300835847854614},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6997737884521484},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6640473008155823},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.6420040726661682},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6289868950843811},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.6244257092475891},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5580943822860718},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.5166885852813721},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5150720477104187},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.4800454378128052},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46184155344963074},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4601384699344635},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.43667715787887573},{"id":"https://openalex.org/keywords/f1-score","display_name":"F1 score","score":0.41186100244522095}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8857119083404541},{"id":"https://openalex.org/C2776461190","wikidata":"https://www.wikidata.org/wiki/Q22673982","display_name":"Word2vec","level":3,"score":0.7300835847854614},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6997737884521484},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6640473008155823},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.6420040726661682},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6289868950843811},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.6244257092475891},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5580943822860718},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.5166885852813721},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5150720477104187},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.4800454378128052},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46184155344963074},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4601384699344635},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.43667715787887573},{"id":"https://openalex.org/C148524875","wikidata":"https://www.wikidata.org/wiki/Q6975395","display_name":"F1 score","level":2,"score":0.41186100244522095},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s11227-021-04169-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11227-021-04169-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11227-021-04169-6.pdf","source":{"id":"https://openalex.org/S32326811","display_name":"The Journal of Supercomputing","issn_l":"0920-8542","issn":["0920-8542","1573-0484"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Journal of Supercomputing","raw_type":"journal-article"},{"id":"pmid:34754140","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34754140","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Journal of supercomputing","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:8569508","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8569508","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Supercomput","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s11227-021-04169-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11227-021-04169-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11227-021-04169-6.pdf","source":{"id":"https://openalex.org/S32326811","display_name":"The Journal of Supercomputing","issn_l":"0920-8542","issn":["0920-8542","1573-0484"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Journal of Supercomputing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7099999785423279,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3212007445.pdf","grobid_xml":"https://content.openalex.org/works/W3212007445.grobid-xml"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W581820307","https://openalex.org/W1927197875","https://openalex.org/W2024228866","https://openalex.org/W2024843957","https://openalex.org/W2033036227","https://openalex.org/W2131726681","https://openalex.org/W2165960883","https://openalex.org/W2166706824","https://openalex.org/W2170240176","https://openalex.org/W2493916176","https://openalex.org/W2610850660","https://openalex.org/W2618530766","https://openalex.org/W2733520819","https://openalex.org/W2761115869","https://openalex.org/W2770167649","https://openalex.org/W2808673205","https://openalex.org/W2809254203","https://openalex.org/W2888047328","https://openalex.org/W2896457183","https://openalex.org/W2941799245","https://openalex.org/W2947781656","https://openalex.org/W2950577311","https://openalex.org/W2954278700","https://openalex.org/W2963042536","https://openalex.org/W2963216553","https://openalex.org/W2963545917","https://openalex.org/W2964236337","https://openalex.org/W2971296908","https://openalex.org/W2979860911","https://openalex.org/W2989857117","https://openalex.org/W2997049449","https://openalex.org/W3006129156","https://openalex.org/W3011570378","https://openalex.org/W3011854025","https://openalex.org/W3016744576","https://openalex.org/W3016921356","https://openalex.org/W3025704592","https://openalex.org/W3036832155","https://openalex.org/W3039461081","https://openalex.org/W3058507927","https://openalex.org/W3080359515","https://openalex.org/W3082908384","https://openalex.org/W3098341425","https://openalex.org/W3102944297","https://openalex.org/W3112384508","https://openalex.org/W3117866035","https://openalex.org/W3138809155","https://openalex.org/W3155127099","https://openalex.org/W3155398915","https://openalex.org/W3156638485","https://openalex.org/W3157498557","https://openalex.org/W3158755204","https://openalex.org/W3160518394","https://openalex.org/W3163841364","https://openalex.org/W3165846270","https://openalex.org/W3173452903","https://openalex.org/W3175485275","https://openalex.org/W3176398418","https://openalex.org/W3176923149","https://openalex.org/W3179121683","https://openalex.org/W4243626155"],"related_works":["https://openalex.org/W3003606604","https://openalex.org/W2946409105","https://openalex.org/W3040974839","https://openalex.org/W2795129682","https://openalex.org/W2985392712","https://openalex.org/W4388996947","https://openalex.org/W3152932816","https://openalex.org/W2798009317","https://openalex.org/W4382201653","https://openalex.org/W4312858192"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":25},{"year":2023,"cited_by_count":21},{"year":2022,"cited_by_count":5}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}