{"id":"https://openalex.org/W3044780320","doi":"https://doi.org/10.1109/access.2020.3011202","title":"Exploring Diverse Features for Sentiment Quantification Using Machine Learning Algorithms","display_name":"Exploring Diverse Features for Sentiment Quantification Using Machine Learning Algorithms","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3044780320","doi":"https://doi.org/10.1109/access.2020.3011202","mag":"3044780320"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.3011202","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3011202","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09146134.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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/ielx7/6287639/8948470/09146134.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021174505","display_name":"Kashif Ayyub","orcid":"https://orcid.org/0000-0001-6896-9318"},"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":"Kashif Ayyub","raw_affiliation_strings":["Department of Computer Science, COMSATS University Islamabad\u2013Wah, Wah Cantonment, Pakistan"],"raw_orcid":"https://orcid.org/0000-0001-6896-9318","affiliations":[{"raw_affiliation_string":"Department of Computer Science, COMSATS University Islamabad\u2013Wah, Wah Cantonment, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101714379","display_name":"Saqib Iqbal","orcid":"https://orcid.org/0000-0001-8311-6129"},"institutions":[{"id":"https://openalex.org/I161913731","display_name":"Al Ain University","ror":"https://ror.org/023abrt21","country_code":"AE","type":"education","lineage":["https://openalex.org/I161913731"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Saqib Iqbal","raw_affiliation_strings":["Department of Software Engineering, Al Ain University, Al Ain, UAE"],"raw_orcid":"https://orcid.org/0000-0001-8311-6129","affiliations":[{"raw_affiliation_string":"Department of Software Engineering, Al Ain University, Al Ain, UAE","institution_ids":["https://openalex.org/I161913731"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047852637","display_name":"Ehsan Ullah Munir","orcid":"https://orcid.org/0000-0001-7838-0291"},"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":"Ehsan Ullah Munir","raw_affiliation_strings":["Department of Computer Science, COMSATS University Islamabad\u2013Wah, Wah Cantonment, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, COMSATS University Islamabad\u2013Wah, Wah Cantonment, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031569038","display_name":"Muhammad Wasif Nisar","orcid":null},"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":"Muhammad Wasif Nisar","raw_affiliation_strings":["Department of Computer Science, COMSATS University Islamabad\u2013Wah, Wah Cantonment, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, COMSATS University Islamabad\u2013Wah, Wah Cantonment, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061717992","display_name":"Momna Abbasi","orcid":"https://orcid.org/0000-0002-3993-4527"},"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":"Momna Abbasi","raw_affiliation_strings":["Department of Computer Science, COMSATS University Islamabad\u2013Wah, Wah Cantonment, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-3993-4527","affiliations":[{"raw_affiliation_string":"Department of Computer Science, COMSATS University Islamabad\u2013Wah, Wah Cantonment, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"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":2.7379,"has_fulltext":true,"cited_by_count":42,"citation_normalized_percentile":{"value":0.92219242,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"8","issue":null,"first_page":"142819","last_page":"142831"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9998999834060669,"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":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","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/sentiment-analysis","display_name":"Sentiment analysis","score":0.8762859106063843},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7990729808807373},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.711288332939148},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7104770541191101},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.48378250002861023},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4575028717517853},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4486621618270874},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.42045828700065613},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.41487500071525574},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.41189032793045044}],"concepts":[{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.8762859106063843},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7990729808807373},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.711288332939148},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7104770541191101},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.48378250002861023},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4575028717517853},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4486621618270874},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.42045828700065613},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.41487500071525574},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.41189032793045044},{"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},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.3011202","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3011202","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09146134.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:039d08d4b59a404c8d83a4c19b6078da","is_oa":true,"landing_page_url":"https://doaj.org/article/039d08d4b59a404c8d83a4c19b6078da","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 8, Pp 142819-142831 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.3011202","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3011202","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09146134.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3044780320.pdf","grobid_xml":"https://content.openalex.org/works/W3044780320.grobid-xml"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W182114247","https://openalex.org/W1488030573","https://openalex.org/W1853454069","https://openalex.org/W1900340173","https://openalex.org/W1919365417","https://openalex.org/W1972047492","https://openalex.org/W2004227461","https://openalex.org/W2012787434","https://openalex.org/W2042295457","https://openalex.org/W2067977748","https://openalex.org/W2084933300","https://openalex.org/W2111084382","https://openalex.org/W2141253686","https://openalex.org/W2158243283","https://openalex.org/W2170081481","https://openalex.org/W2171060319","https://openalex.org/W2182824870","https://openalex.org/W2227677923","https://openalex.org/W2342355650","https://openalex.org/W2348975743","https://openalex.org/W2423124209","https://openalex.org/W2460419103","https://openalex.org/W2462029097","https://openalex.org/W2467434233","https://openalex.org/W2514588627","https://openalex.org/W2539182092","https://openalex.org/W2565436997","https://openalex.org/W2611554154","https://openalex.org/W2618613575","https://openalex.org/W2627008785","https://openalex.org/W2750787240","https://openalex.org/W2753252816","https://openalex.org/W2753458434","https://openalex.org/W2758419901","https://openalex.org/W2784045057","https://openalex.org/W2788347302","https://openalex.org/W2790589292","https://openalex.org/W2795257215","https://openalex.org/W2806151534","https://openalex.org/W2809415789","https://openalex.org/W2890781652","https://openalex.org/W2891679674","https://openalex.org/W2893929634","https://openalex.org/W2897982132","https://openalex.org/W2912943867","https://openalex.org/W2916132663","https://openalex.org/W2919115771","https://openalex.org/W2938066609","https://openalex.org/W2947431935","https://openalex.org/W2966219198","https://openalex.org/W2979127355","https://openalex.org/W2982645239","https://openalex.org/W3023232494","https://openalex.org/W3101167034","https://openalex.org/W4211186029","https://openalex.org/W6638745835","https://openalex.org/W6689183220","https://openalex.org/W6705114133","https://openalex.org/W6745035683","https://openalex.org/W6754784896","https://openalex.org/W6765757386"],"related_works":["https://openalex.org/W3089396779","https://openalex.org/W2548633793","https://openalex.org/W3013279174","https://openalex.org/W2941935829","https://openalex.org/W2596247554","https://openalex.org/W4301373556","https://openalex.org/W3124943098","https://openalex.org/W4308112567","https://openalex.org/W3162132941","https://openalex.org/W3128189270"],"abstract_inverted_index":{"In":[0,81,103,116],"the":[1,58,145,150,162,169],"era":[2],"of":[3,49,60,71,73,86,91,94,121,135,152],"web":[4],"2.0,":[5],"online":[6],"forums,":[7],"blogs":[8],"and":[9,19,28,55,89,111,128],"Twitter":[10],"are":[11],"becoming":[12],"primary":[13],"sources":[14],"for":[15,113],"sharing":[16],"views,":[17,26],"opinions":[18,27],"comments":[20,29],"about":[21],"different":[22,47],"topics.":[23],"Classifying":[24],"these":[25],"is":[30,36,75,138],"known":[31],"as":[32,52],"sentiment":[33,61,63,82,114,155],"analysis":[34,42,120],"which":[35],"an":[37],"active":[38],"research":[39],"area.":[40],"Sentiment":[41],"has":[43],"vast":[44],"applications":[45],"in":[46,154],"fields":[48],"life,":[50],"such":[51],"marketing,":[53],"e-commerce":[54],"business.":[56],"Under":[57],"umbrella":[59],"analysis,":[62],"quantification":[64],"that":[65,144,161],"deals":[66],"with":[67],"estimating":[68],"relative":[69],"frequency":[70],"class":[72],"interest":[74],"being":[76],"investigated":[77],"by":[78],"researchers":[79],"nowadays.":[80],"quantification,":[83],"exploring":[84],"effect":[85],"new":[87],"features":[88,136,147],"comparison":[90],"diverse":[92,108,146],"types":[93],"classifiers":[95,112,153],"to":[96],"assess":[97],"their":[98],"effectiveness":[99],"needs":[100],"further":[101],"investigation.":[102],"this":[104],"paper,":[105],"we":[106],"explore":[107],"feature":[109],"sets":[110,148],"quantification.":[115,156],"addition,":[117],"empirical":[118],"performance":[119,151],"conventional":[122,170],"machine":[123,171],"learning":[124,131,164,172],"techniques,":[125],"ensemble-based":[126],"methods":[127],"state-of-the-art":[129],"deep":[130,163],"algorithms":[132],"on":[133],"basis":[134],"set,":[137],"performed.":[139],"The":[140,157],"computed":[141],"results":[142,158],"show":[143],"affect":[149],"also":[159],"confirm":[160],"techniques":[165],"perform":[166],"better":[167],"than":[168],"algorithms.":[173]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
