{"id":"https://openalex.org/W4390470652","doi":"https://doi.org/10.57159/gadl.jcmm.2.6.230108","title":"Sentiment Analysis on IMDB Review Dataset","display_name":"Sentiment Analysis on IMDB Review Dataset","publication_year":2023,"publication_date":"2023-12-31","ids":{"openalex":"https://openalex.org/W4390470652","doi":"https://doi.org/10.57159/gadl.jcmm.2.6.230108"},"language":"en","primary_location":{"id":"doi:10.57159/gadl.jcmm.2.6.230108","doi":"https://doi.org/10.57159/gadl.jcmm.2.6.230108","is_oa":true,"landing_page_url":"https://doi.org/10.57159/gadl.jcmm.2.6.230108","pdf_url":null,"source":{"id":"https://openalex.org/S5407043543","display_name":"Journal of Computers Mechanical and Management","issn_l":"3009-075X","issn":["3009-075X"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computers, Mechanical and Management","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.57159/gadl.jcmm.2.6.230108","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101286721","display_name":"Shubham Kumar Singh","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I129798099","display_name":"The NorthCap University","ror":"https://ror.org/0343j7r38","country_code":"IN","type":"education","lineage":["https://openalex.org/I129798099"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shubham Kumar Singh","raw_affiliation_strings":["Department of Computer Science and Engineering, School of Engineering, The NorthCap University, Gurugram, Haryana, India 122017"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, School of Engineering, The NorthCap University, Gurugram, Haryana, India 122017","institution_ids":["https://openalex.org/I129798099"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020182599","display_name":"Neetu Singla","orcid":"https://orcid.org/0000-0001-7193-225X","observed_orcids":["https://orcid.org/0000-0001-7193-225X"]},"institutions":[{"id":"https://openalex.org/I129798099","display_name":"The NorthCap University","ror":"https://ror.org/0343j7r38","country_code":"IN","type":"education","lineage":["https://openalex.org/I129798099"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Neetu Singla","raw_affiliation_strings":["Department of Computer Science and Engineering, School of Engineering, The NorthCap University, Gurugram, Haryana, India 122017"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, School of Engineering, The NorthCap University, Gurugram, Haryana, India 122017","institution_ids":["https://openalex.org/I129798099"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I129798099"],"apc_list":null,"apc_paid":null,"fwci":0.485,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.60596929,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":96},"biblio":{"volume":"2","issue":"6","first_page":"18","last_page":"29"},"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"sentiment analysis","score":1.0},{"id":"https://openalex.org/keywords/imdb-movie-reviews","display_name":"IMDB movie reviews","score":0.828000009059906},{"id":"https://openalex.org/keywords/text-classification","display_name":"text classification","score":0.6029999852180481},{"id":"https://openalex.org/keywords/bilstm","display_name":"BiLSTM","score":0.843999981880188},{"id":"https://openalex.org/keywords/lstm","display_name":"LSTM","score":0.9520000219345093},{"id":"https://openalex.org/keywords/naive-bayes","display_name":"naive Bayes","score":0.8669999837875366},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"logistic regression","score":0.9629999995231628},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.7689999938011169},{"id":"https://openalex.org/keywords/decision-tree","display_name":"decision tree","score":0.9940000176429749},{"id":"https://openalex.org/keywords/hyperparameter-optimization","display_name":"hyperparameter optimization","score":0.949999988079071},{"id":"https://openalex.org/keywords/text-preprocessing","display_name":"text preprocessing","score":0.8029999732971191},{"id":"https://openalex.org/keywords/positive-and-negative-sentiment","display_name":"positive and negative sentiment","score":0.7089999914169312}],"concepts":[{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.7785995006561279},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7667820453643799},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7080808877944946},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.6744769215583801},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.656186580657959},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6194869875907898},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.5742080211639404},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5425323843955994},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.509026288986206},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4572789669036865},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4435693621635437},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.4422208070755005},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.33782297372817993}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.57159/gadl.jcmm.2.6.230108","doi":"https://doi.org/10.57159/gadl.jcmm.2.6.230108","is_oa":true,"landing_page_url":"https://doi.org/10.57159/gadl.jcmm.2.6.230108","pdf_url":null,"source":{"id":"https://openalex.org/S5407043543","display_name":"Journal of Computers Mechanical and Management","issn_l":"3009-075X","issn":["3009-075X"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computers, Mechanical and Management","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.57159/gadl.jcmm.2.6.230108","doi":"https://doi.org/10.57159/gadl.jcmm.2.6.230108","is_oa":true,"landing_page_url":"https://doi.org/10.57159/gadl.jcmm.2.6.230108","pdf_url":null,"source":{"id":"https://openalex.org/S5407043543","display_name":"Journal of Computers Mechanical and Management","issn_l":"3009-075X","issn":["3009-075X"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computers, Mechanical and Management","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2160660844","https://openalex.org/W2580063682","https://openalex.org/W2624775096","https://openalex.org/W2780698117","https://openalex.org/W2945503157","https://openalex.org/W2998645911","https://openalex.org/W3007212573","https://openalex.org/W3096959502","https://openalex.org/W3097968346","https://openalex.org/W3108436559","https://openalex.org/W3189712965","https://openalex.org/W4205408018","https://openalex.org/W4214671169"],"related_works":["https://openalex.org/W4413206066","https://openalex.org/W4409060415","https://openalex.org/W4401679417","https://openalex.org/W4399461505","https://openalex.org/W4405440384","https://openalex.org/W4409261760","https://openalex.org/W4399449776","https://openalex.org/W7169650060","https://openalex.org/W4379524243","https://openalex.org/W4393436170"],"abstract_inverted_index":{"A":[0],"computational":[1],"method":[2,41],"known":[3],"as":[4,21,103,170,172],"sentiment":[5,75,167],"analysis":[6,76,168],"is":[7,88],"employed":[8],"to":[9,46,72,89],"ascertain":[10],"the":[11,40,44,80,86,110,120,128,132,144,158,173],"emotional":[12],"undertone":[13],"or":[14,25,52,105],"attitude":[15],"of":[16,85,112,137,160,175],"a":[17,22,74],"text":[18,45],"document,":[19],"such":[20],"review,":[23],"tweet,":[24],"news":[26],"story.":[27],"Using":[28],"machine":[29],"learning":[30,162],"models,":[31,35],"deep":[32,161],"neural":[33],"network":[34],"and":[36,68,116,140,151,178],"natural":[37],"language":[38],"processing,":[39],"entails":[42],"examining":[43],"determine":[47],"whether":[48],"it":[49],"expresses":[50],"positive":[51,104],"negative":[53],"sentiment.":[54],"In":[55],"this":[56],"study,":[57],"models":[58,94,134],"like":[59],"Naive":[60,152],"Bayes,":[61],"Logistic":[62,146],"Regression,":[63,147],"LSTM,":[64,145],"LSVM,":[65,148],"Decision":[66,149],"tree,":[67],"BiLSTM":[69,129,165],"are":[70],"utilized":[71],"conduct":[73],"(SA)":[77],"study":[78,108],"on":[79,98,119],"IMDB":[81],"dataset.":[82],"The":[83,107,123,155],"goal":[84],"investigation":[87],"evaluate":[90],"how":[91],"well":[92,171],"these":[93],"perform":[95],"in":[96,135,166,181],"retrospect":[97],"movie":[99],"reviews,":[100],"categorizing":[101],"them":[102],"negative.":[106],"investigates":[109],"effects":[111],"data":[113],"pre-processing":[114,179],"methods":[115,180],"hyperparameter":[117],"tuning":[118,177],"models\u2019":[121],"accuracy.":[122,184],"final":[124],"results":[125],"demonstrate":[126],"that":[127],"model":[130],"outperforms":[131],"other":[133],"terms":[136],"recall,":[138],"precision,":[139],"accuracy,":[141],"followed":[142],"by":[143],"Tree,":[150],"Bayes":[153],"models.":[154],"research":[156],"emphasizes":[157],"potential":[159],"models\u2014in":[163],"particular,":[164],"tasks,":[169],"significance":[174],"hyper-parameter":[176],"achieving":[182],"high":[183]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2024-01-01T00:00:00"}
