{"id":"https://openalex.org/W4205934086","doi":"https://doi.org/10.1109/aciiw52867.2021.9666442","title":"Task-based Classification of Reflective Thinking Using Mixture of Classifiers","display_name":"Task-based Classification of Reflective Thinking Using Mixture of Classifiers","publication_year":2021,"publication_date":"2021-09-28","ids":{"openalex":"https://openalex.org/W4205934086","doi":"https://doi.org/10.1109/aciiw52867.2021.9666442"},"language":"en","primary_location":{"id":"doi:10.1109/aciiw52867.2021.9666442","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aciiw52867.2021.9666442","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 9th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos (ACIIW)","raw_type":"proceedings-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/A5050026730","display_name":"Saandeep Aathreya","orcid":null},"institutions":[{"id":"https://openalex.org/I2613432","display_name":"University of South Florida","ror":"https://ror.org/032db5x82","country_code":"US","type":"education","lineage":["https://openalex.org/I2613432"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Saandeep Aathreya","raw_affiliation_strings":["University of South Florida,Dept. Computer Science and Eng.,Tampa,Florida","Dept. Computer Science and Eng., University of South Florida, Tampa, Florida"],"affiliations":[{"raw_affiliation_string":"University of South Florida,Dept. Computer Science and Eng.,Tampa,Florida","institution_ids":["https://openalex.org/I2613432"]},{"raw_affiliation_string":"Dept. Computer Science and Eng., University of South Florida, Tampa, Florida","institution_ids":["https://openalex.org/I2613432"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003844645","display_name":"Liza Jivnani","orcid":null},"institutions":[{"id":"https://openalex.org/I2613432","display_name":"University of South Florida","ror":"https://ror.org/032db5x82","country_code":"US","type":"education","lineage":["https://openalex.org/I2613432"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Liza Jivnani","raw_affiliation_strings":["University of South Florida,Dept. Computer Science and Eng.,Tampa,Florida","Dept. Computer Science and Eng., University of South Florida, Tampa, Florida"],"affiliations":[{"raw_affiliation_string":"University of South Florida,Dept. Computer Science and Eng.,Tampa,Florida","institution_ids":["https://openalex.org/I2613432"]},{"raw_affiliation_string":"Dept. Computer Science and Eng., University of South Florida, Tampa, Florida","institution_ids":["https://openalex.org/I2613432"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103603311","display_name":"Shivam Srivastava","orcid":null},"institutions":[{"id":"https://openalex.org/I2613432","display_name":"University of South Florida","ror":"https://ror.org/032db5x82","country_code":"US","type":"education","lineage":["https://openalex.org/I2613432"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shivam Srivastava","raw_affiliation_strings":["University of South Florida,Dept. Computer Science and Eng.,Tampa,Florida","Dept. Computer Science and Eng., University of South Florida, Tampa, Florida"],"affiliations":[{"raw_affiliation_string":"University of South Florida,Dept. Computer Science and Eng.,Tampa,Florida","institution_ids":["https://openalex.org/I2613432"]},{"raw_affiliation_string":"Dept. Computer Science and Eng., University of South Florida, Tampa, Florida","institution_ids":["https://openalex.org/I2613432"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036026405","display_name":"Saurabh Hinduja","orcid":"https://orcid.org/0000-0003-1637-5950"},"institutions":[{"id":"https://openalex.org/I2613432","display_name":"University of South Florida","ror":"https://ror.org/032db5x82","country_code":"US","type":"education","lineage":["https://openalex.org/I2613432"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saurabh Hinduja","raw_affiliation_strings":["University of South Florida,Dept. Computer Science and Eng.,Tampa,Florida","Dept. Computer Science and Eng., University of South Florida, Tampa, Florida"],"affiliations":[{"raw_affiliation_string":"University of South Florida,Dept. Computer Science and Eng.,Tampa,Florida","institution_ids":["https://openalex.org/I2613432"]},{"raw_affiliation_string":"Dept. Computer Science and Eng., University of South Florida, Tampa, Florida","institution_ids":["https://openalex.org/I2613432"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046724184","display_name":"Shaun Canavan","orcid":"https://orcid.org/0000-0002-1538-476X"},"institutions":[{"id":"https://openalex.org/I2613432","display_name":"University of South Florida","ror":"https://ror.org/032db5x82","country_code":"US","type":"education","lineage":["https://openalex.org/I2613432"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shaun Canavan","raw_affiliation_strings":["University of South Florida,Dept. Computer Science and Eng.,Tampa,Florida","Dept. Computer Science and Eng., University of South Florida, Tampa, Florida"],"affiliations":[{"raw_affiliation_string":"University of South Florida,Dept. Computer Science and Eng.,Tampa,Florida","institution_ids":["https://openalex.org/I2613432"]},{"raw_affiliation_string":"Dept. Computer Science and Eng., University of South Florida, Tampa, Florida","institution_ids":["https://openalex.org/I2613432"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5050026730"],"corresponding_institution_ids":["https://openalex.org/I2613432"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2003012,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"405","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9883999824523926,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9883999824523926,"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/T11122","display_name":"Online Learning and Analytics","score":0.9761999845504761,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10731","display_name":"Educational Games and Gamification","score":0.9585000276565552,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7016440033912659},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6711965799331665},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6274482011795044},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6009851694107056},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5664870142936707},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.44834253191947937}],"concepts":[{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7016440033912659},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6711965799331665},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6274482011795044},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6009851694107056},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5664870142936707},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.44834253191947937},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aciiw52867.2021.9666442","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aciiw52867.2021.9666442","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 9th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos (ACIIW)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.7200000286102295,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1556215917","https://openalex.org/W1940872118","https://openalex.org/W1969818183","https://openalex.org/W2061272711","https://openalex.org/W2064675550","https://openalex.org/W2070493638","https://openalex.org/W2086667273","https://openalex.org/W2108707473","https://openalex.org/W2109553965","https://openalex.org/W2133005327","https://openalex.org/W2134635522","https://openalex.org/W2148143831","https://openalex.org/W2170644967","https://openalex.org/W2568720339","https://openalex.org/W2620036265","https://openalex.org/W2736334449","https://openalex.org/W2786672974","https://openalex.org/W2800788706","https://openalex.org/W2904550516","https://openalex.org/W2911964244","https://openalex.org/W2912290085","https://openalex.org/W2950745044","https://openalex.org/W2952121395","https://openalex.org/W2954996726","https://openalex.org/W2960017699","https://openalex.org/W2963465695","https://openalex.org/W2964015378","https://openalex.org/W2981595078","https://openalex.org/W2988091143","https://openalex.org/W2996528529","https://openalex.org/W3004539253","https://openalex.org/W3006078283","https://openalex.org/W3011249019","https://openalex.org/W3094220418","https://openalex.org/W3103394934","https://openalex.org/W3111096851","https://openalex.org/W3128079929","https://openalex.org/W3137868789","https://openalex.org/W3176114075","https://openalex.org/W3188423052","https://openalex.org/W4233522785","https://openalex.org/W6773226478"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"This":[0],"paper":[1],"studies":[2],"the":[3,25,58,67,72,104,128],"problem":[4,13],"of":[5,24,44,52,74,98],"Reflective":[6,30],"Thinking":[7,31],"in":[8,20],"children":[9],"during":[10,66],"mathematics":[11],"related":[12],"solving":[14,21,35],"activities.":[15],"We":[16,39,70,90,108],"present":[17],"our":[18,110],"approach":[19],"task":[22],"2":[23],"AffectMove":[26],"challenge,":[27],"which":[28],"is":[29],"Detection":[32],"(RTD)":[33],"while":[34],"a":[36,50,96,124],"mathematical":[37],"activity.":[38],"utilize":[40],"temporal":[41],"data":[42,77,84],"consisting":[43],"3D":[45],"joint":[46],"positions,":[47],"to":[48,61,121],"construct":[49],"series":[51],"classifiers":[53,101],"that":[54],"can":[55],"predict":[56],"whether":[57],"subject":[59],"appeared":[60],"possess":[62],"reflective":[63],"thinking":[64],"ability":[65],"given":[68],"instance.":[69],"tackle":[71],"challenge":[73],"highly":[75],"imbalanced":[76],"by":[78],"incorporating":[79],"and":[80,87,102,119],"analyzing":[81],"several":[82],"meaningful":[83],"augmentation":[85],"techniques":[86],"handcrafted":[88],"features.":[89],"then":[91],"feed":[92],"different":[93],"features":[94],"through":[95],"number":[97],"machine":[99],"learning":[100],"select":[103],"best":[105],"performing":[106],"model.":[107],"evaluate":[109],"predictions":[111],"on":[112],"multiple":[113],"metrics":[114],"including":[115],"accuracy,":[116],"F1":[117],"score,":[118],"MCC":[120],"work":[122],"towards":[123],"generalized":[125],"solution":[126],"for":[127],"real-world":[129],"dataset.":[130]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
