{"id":"https://openalex.org/W4226228261","doi":"https://doi.org/10.3233/jifs-211321","title":"CLSA-CapsNet: Dependency based concept level sentiment analysis for text","display_name":"CLSA-CapsNet: Dependency based concept level sentiment analysis for text","publication_year":2022,"publication_date":"2022-04-05","ids":{"openalex":"https://openalex.org/W4226228261","doi":"https://doi.org/10.3233/jifs-211321"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-211321","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-211321","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","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/A5022724739","display_name":"P. D. Mahendhiran","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"P.D. Mahendhiran","raw_affiliation_strings":["Department of Computer Science and Business Systems, Sri Krishna College of Engineering and Technology, Coimbatore, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Business Systems, Sri Krishna College of Engineering and Technology, Coimbatore, Tamil Nadu, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000386615","display_name":"S. Kannimuthu","orcid":"https://orcid.org/0000-0002-8606-7278"},"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":"Kannimuthu Subramanian","raw_affiliation_strings":["Department of Information Technology, Karpagam College of Engineering, Coimbatore, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Karpagam College of Engineering, Coimbatore, Tamil Nadu, India","institution_ids":["https://openalex.org/I65220239"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5022724739"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3863,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.90080004,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"43","issue":"1","first_page":"107","last_page":"123"},"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9990000128746033,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9950000047683716,"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":0.8133814930915833},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6351191997528076},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.5848225951194763},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.540342390537262},{"id":"https://openalex.org/keywords/dependency","display_name":"Dependency (UML)","score":0.5146151781082153},{"id":"https://openalex.org/keywords/dependency-grammar","display_name":"Dependency grammar","score":0.4895816743373871},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.4719898998737335},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.467556357383728},{"id":"https://openalex.org/keywords/comprehension","display_name":"Comprehension","score":0.4130539894104004},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3710988163948059},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36344897747039795},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.08617126941680908}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8133814930915833},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6351191997528076},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.5848225951194763},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.540342390537262},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.5146151781082153},{"id":"https://openalex.org/C164883195","wikidata":"https://www.wikidata.org/wiki/Q674834","display_name":"Dependency grammar","level":3,"score":0.4895816743373871},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.4719898998737335},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.467556357383728},{"id":"https://openalex.org/C511192102","wikidata":"https://www.wikidata.org/wiki/Q5156948","display_name":"Comprehension","level":2,"score":0.4130539894104004},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3710988163948059},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36344897747039795},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.08617126941680908},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-211321","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-211321","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.5899999737739563}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1511480444","https://openalex.org/W1598251544","https://openalex.org/W1604147311","https://openalex.org/W1967981232","https://openalex.org/W2011107737","https://openalex.org/W2031711459","https://openalex.org/W2044933868","https://openalex.org/W2066594326","https://openalex.org/W2069321575","https://openalex.org/W2102471052","https://openalex.org/W2123260696","https://openalex.org/W2140072035","https://openalex.org/W2143455647","https://openalex.org/W2154053567","https://openalex.org/W2161122607","https://openalex.org/W2170436435","https://openalex.org/W2274688160","https://openalex.org/W2586627508","https://openalex.org/W2790828713","https://openalex.org/W2998216295","https://openalex.org/W3125716959","https://openalex.org/W3133432326","https://openalex.org/W3158189796","https://openalex.org/W4206247937","https://openalex.org/W4206928171","https://openalex.org/W4211186029","https://openalex.org/W6683489923","https://openalex.org/W6694448796","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W2098784136","https://openalex.org/W4241489294","https://openalex.org/W63925617","https://openalex.org/W2151754849","https://openalex.org/W2252142543","https://openalex.org/W122365991","https://openalex.org/W3123290982","https://openalex.org/W2405117110","https://openalex.org/W2108975147","https://openalex.org/W2252230542"],"abstract_inverted_index":{"The":[0,54,78,163],"refining":[1],"of":[2,8,33,61,71,80,122,173],"information":[3],"from":[4,30,82,105],"the":[5,12,47,69,94,110,120,138,144,153,202,215,226,230],"immense":[6],"amount":[7],"unstructured":[9],"data":[10,49,63,84],"on":[11,137],"internet":[13],"can":[14],"be":[15],"a":[16,58,86,99,170],"critical":[17],"issue":[18],"in":[19,75,90,115,208,214,224],"identifying":[20],"public":[21],"opinion.":[22],"It":[23],"is":[24,39,85,143],"difficult":[25],"to":[26,51,66,156],"extract":[27],"relevant":[28,50],"concepts":[29,81,104,112],"huge":[31],"amounts":[32],"data.":[34],"Concept":[35,123],"level":[36],"semantic":[37,55],"parsing":[38],"improved":[40],"over":[41],"word-based":[42],"investigation":[43,210],"as":[44,199],"it":[45],"conserves":[46],"semantical":[48],"many-word":[52],"articulations.":[53],"proposals":[56],"offer":[57],"superior":[59],"comprehension":[60],"textual":[62,83],"and":[64,128,150,188],"serve":[65],"altogether":[67],"precision":[68],"exactness":[70],"numerous":[72],"mining":[73],"operations":[74],"text":[76],"assignments.":[77],"extraction":[79],"significant":[87],"step":[88],"forward":[89],"content":[91],"analysis":[92],"at":[93],"concept":[95],"stage.":[96],"We":[97,219],"present":[98],"CLSA-CapsNet":[100,176,207,232],"method":[101],"that":[102],"extracts":[103],"natural":[106],"language":[107],"text.":[108],"Then":[109],"extracted":[111],"are":[113,190],"applied":[114],"Capsule":[116,129],"networks":[117],"(CapsNet).":[118],"Moreover,":[119],"integration":[121],"Level":[124],"Sentiment":[125],"Analysis":[126],"(CLSA)":[127],"Networks":[130],"(CapsNet)":[131],"has":[132],"not":[133],"yet":[134],"been":[135,183],"implemented":[136,191],"hotel":[139,161,216],"review":[140,217],"dataset.":[141,218],"This":[142],"first":[145],"attempt,":[146],"which":[147,225],"we":[148],"researched":[149],"embraced":[151],"by":[152,192,206],"capsule":[154],"network,":[155],"develop":[157],"classification":[158],"models":[159],"for":[160,175],"reviews.":[162],"developed":[164],"results":[165],"demonstrated":[166],"excellent":[167],"performance":[168],"with":[169],"prediction":[171],"accuracy":[172],"86.6%":[174],"models,":[177],"respectively.":[178],"Various":[179],"similarities":[180],"have":[181],"also":[182],"made":[184],"across":[185],"our":[186],"techniques":[187],"they":[189],"some":[193],"other":[194],"deep":[195],"learning":[196],"algorithms,":[197],"such":[198],"rnn-lstm.":[200],"Overall,":[201],"outstanding":[203],"success":[204],"obtained":[205],"this":[209],"highlights":[211],"its":[212],"ability":[213],"likewise":[220],"show":[221],"exploratory":[222],"outcomes,":[223],"proposed":[227],"system":[228],"outpaced":[229],"state-of-the-art":[231],"model.":[233]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
