{"id":"https://openalex.org/W3155594535","doi":null,"title":"LA-SACo: A Study of Learning Approaches for Sentiments Analysis inCode-Mixing Texts","display_name":"LA-SACo: A Study of Learning Approaches for Sentiments Analysis inCode-Mixing Texts","publication_year":2021,"publication_date":"2021-04-01","ids":{"openalex":"https://openalex.org/W3155594535","mag":"3155594535"},"language":"en","primary_location":{"id":"mag:3155594535","doi":null,"is_oa":false,"landing_page_url":"https://www.aclweb.org/anthology/2021.dravidianlangtech-1.14/","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"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/A5031503397","display_name":"Fazlourrahman Balouchzahi","orcid":"https://orcid.org/0000-0003-1937-3475","observed_orcids":["https://orcid.org/0000-0003-1937-3475"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fazlourrahman Balouchzahi","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-1937-3475","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5108375479","display_name":"Hosahalli Lakshmaiah Shashirekha","orcid":"https://orcid.org/0000-0002-8078-6095","observed_orcids":["https://orcid.org/0000-0002-8078-6095"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"H. L. Shashirekha","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.145,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.42460464,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":93},"biblio":{"volume":null,"issue":null,"first_page":"109","last_page":"118"},"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/sentiment-analysis","display_name":"sentiment analysis","score":0.9789999723434448},{"id":"https://openalex.org/keywords/code-mixing","display_name":"code-mixing","score":0.8299999833106995},{"id":"https://openalex.org/keywords/low-resource-languages","display_name":"low-resource languages","score":0.6240000128746033},{"id":"https://openalex.org/keywords/roman-script","display_name":"Roman script","score":0.39100000262260437},{"id":"https://openalex.org/keywords/social-media-opinion","display_name":"social media opinion","score":0.5770000219345093},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.8050000071525574},{"id":"https://openalex.org/keywords/ulmfit","display_name":"ULMFiT","score":0.9729999899864197},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"ensemble learning","score":0.6480000019073486},{"id":"https://openalex.org/keywords/keras","display_name":"Keras","score":0.44699999690055847}],"concepts":[{"id":"https://openalex.org/C61423126","wikidata":"https://www.wikidata.org/wiki/Q187432","display_name":"Scripting language","level":2,"score":0.6983904838562012},{"id":"https://openalex.org/C140688305","wikidata":"https://www.wikidata.org/wiki/Q5885","display_name":"Tamil","level":2,"score":0.6928800940513611},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.679434061050415},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5881810188293457},{"id":"https://openalex.org/C2779662586","wikidata":"https://www.wikidata.org/wiki/Q36236","display_name":"Malayalam","level":2,"score":0.577907383441925},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.5768423080444336},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5581828355789185},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5571571588516235},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5254147052764893},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.4510393440723419},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4483809769153595},{"id":"https://openalex.org/C2778598016","wikidata":"https://www.wikidata.org/wiki/Q3201279","display_name":"Code-mixing","level":3,"score":0.4473890960216522},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4448351263999939},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.2576262354850769},{"id":"https://openalex.org/C18552078","wikidata":"https://www.wikidata.org/wiki/Q255615","display_name":"Code-switching","level":2,"score":0.1999952793121338},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.08695799112319946},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"mag:3155594535","doi":null,"is_oa":false,"landing_page_url":"https://www.aclweb.org/anthology/2021.dravidianlangtech-1.14/","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2620829832","https://openalex.org/W2743945814","https://openalex.org/W2796452002","https://openalex.org/W2798812533","https://openalex.org/W2802473559","https://openalex.org/W2913148947","https://openalex.org/W2949454212","https://openalex.org/W2962685689","https://openalex.org/W3007592595","https://openalex.org/W3018024187","https://openalex.org/W3032815499","https://openalex.org/W3044864684","https://openalex.org/W3087923927","https://openalex.org/W3102476541","https://openalex.org/W3118477442","https://openalex.org/W3126113954","https://openalex.org/W3154552322","https://openalex.org/W3154997565","https://openalex.org/W3155437768"],"related_works":["https://openalex.org/W4416302958","https://openalex.org/W4281783552","https://openalex.org/W4412036514","https://openalex.org/W4214694529","https://openalex.org/W7143505476","https://openalex.org/W3147970038","https://openalex.org/W7154585223","https://openalex.org/W4415877407","https://openalex.org/W3148832417","https://openalex.org/W4389952652"],"abstract_inverted_index":{"Substantial":[0],"amount":[1],"of":[2,30,39,90,129,161,180,215],"text":[3],"data":[4],"which":[5,95,108],"is":[6,96],"increasingly":[7],"being":[8],"generated":[9],"and":[10,15,33,36,60,99,197,206,220],"shared":[11],"on":[12,42,164],"the":[13,21,46,156,159,176,181,185,213],"internet":[14],"social":[16,43],"media":[17,44],"every":[18],"second":[19],"affect":[20],"society":[22],"positively":[23],"or":[24,75,134,142],"negatively":[25],"almost":[26],"in":[27,69,73,124,132,158,218],"any":[28,63],"aspect":[29],"online":[31,166],"world":[32],"also":[34],"business":[35],"industries.":[37],"Sentiments/opinions/reviews\u2019":[38],"users":[40,118,162],"posted":[41],"are":[45,84,109,146,152],"valuable":[47],"information":[48],"that":[49],"have":[50],"motivated":[51],"researchers":[52],"to":[53,56,114,120],"analyze":[54],"them":[55],"get":[57],"better":[58],"insight":[59],"feedbacks":[61],"about":[62],"product":[64],"such":[65,92,102,169],"as":[66,93,103],"a":[67,71,88,138,172],"video":[68],"Instagram,":[70],"movie":[72],"Netflix,":[74],"even":[76],"new":[77],"brand":[78],"car":[79],"introduced":[80],"by":[81,184],"BMW.":[82],"Sentiments":[83,216],"usually":[85],"written":[86,131],"using":[87,137,199],"combination":[89],"languages":[91,101,136],"English":[94],"resource":[97,110],"rich":[98],"regional":[100],"Tamil,":[104],"Kannada,":[105],"Malayalam,":[106],"etc.":[107],"poor.":[111],"However,":[112],"due":[113],"technical":[115],"constraints,":[116],"many":[117],"prefer":[119],"pen":[121],"their":[122],"opinions":[123],"Roman":[125],"script.":[126],"These":[127],"kinds":[128],"texts":[130,151,170],"two":[133],"more":[135],"common":[139],"language":[140,144],"script":[141],"different":[143],"scripts":[145],"called":[147],"code-mixing":[148],"texts.":[149,223],"Code-mixed":[150],"increasing":[153],"day-by-day":[154],"with":[155],"increase":[157],"number":[160],"depending":[163],"various":[165],"platforms.":[167],"Analyzing":[168],"pose":[171],"real":[173],"challenge":[174],"for":[175,212],"researchers.":[177],"In":[178],"view":[179],"challenges":[182],"posed":[183],"code-mixed":[186,222],"texts,":[187],"this":[188],"paper":[189],"describes":[190],"three":[191],"proposed":[192],"models":[193],"namely,":[194],"SACo-Ensemble,":[195],"SACo-Keras,":[196],"SACo-ULMFiT":[198],"Machine":[200],"Learning":[201,204,208],"(ML),":[202],"Deep":[203],"(DL),":[205],"Transfer":[207],"(TL)":[209],"approaches":[210],"respectively":[211],"task":[214],"Analysis":[217],"Tamil-English":[219],"Malayalam-English":[221]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2021-04-26T00:00:00"}