{"id":"https://openalex.org/W3185007630","doi":"https://doi.org/10.3390/sym13071276","title":"Analysis of Human Behavior by Mining Textual Data: Current Research Topics and Analytical Techniques","display_name":"Analysis of Human Behavior by Mining Textual Data: Current Research Topics and Analytical Techniques","publication_year":2021,"publication_date":"2021-07-16","ids":{"openalex":"https://openalex.org/W3185007630","doi":"https://doi.org/10.3390/sym13071276","mag":"3185007630"},"language":"en","primary_location":{"id":"doi:10.3390/sym13071276","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym13071276","pdf_url":"https://www.mdpi.com/2073-8994/13/7/1276/pdf?version=1626423086","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/13/7/1276/pdf?version=1626423086","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056491924","display_name":"Edgar Guti\u00e9rrez-Franco","orcid":"https://orcid.org/0000-0002-8128-5356"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edgar Gutierrez","raw_affiliation_strings":["Center for Latin-American Logistics Innovation, Massachusetts Institute of Technology, Global SCALE, LOGyCA, Bogota 110111, Colombia","Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA"],"raw_orcid":"https://orcid.org/0000-0002-8128-5356","affiliations":[{"raw_affiliation_string":"Center for Latin-American Logistics Innovation, Massachusetts Institute of Technology, Global SCALE, LOGyCA, Bogota 110111, Colombia","institution_ids":[]},{"raw_affiliation_string":"Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068942141","display_name":"Waldemar Karwowski","orcid":"https://orcid.org/0000-0002-9134-3441"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Waldemar Karwowski","raw_affiliation_strings":["Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA"],"raw_orcid":"https://orcid.org/0000-0002-9134-3441","affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061282814","display_name":"Krzysztof Fiok","orcid":"https://orcid.org/0000-0001-5711-1498"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Krzysztof Fiok","raw_affiliation_strings":["Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA"],"raw_orcid":"https://orcid.org/0000-0001-5711-1498","affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076717526","display_name":"Mohammad Reza Davahli","orcid":"https://orcid.org/0000-0003-4021-1235"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mohammad Reza Davahli","raw_affiliation_strings":["Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA"],"raw_orcid":"https://orcid.org/0000-0003-4021-1235","affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005774898","display_name":"Tameika Liciaga","orcid":null},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tameika Liciaga","raw_affiliation_strings":["Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110182411","display_name":"Tareq Ahram","orcid":null},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tareq Ahram","raw_affiliation_strings":["Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA","institution_ids":["https://openalex.org/I106165777"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5076717526"],"corresponding_institution_ids":["https://openalex.org/I106165777"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":1.8189,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.87838301,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"13","issue":"7","first_page":"1276","last_page":"1276"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9977999925613403,"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/T11644","display_name":"Spam and Phishing Detection","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/data-science","display_name":"Data science","score":0.6700915098190308},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.6130470037460327},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5396343469619751},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5189775824546814},{"id":"https://openalex.org/keywords/empathy","display_name":"Empathy","score":0.49880361557006836},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4818957448005676},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3304380774497986},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22007977962493896},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.1384037733078003}],"concepts":[{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6700915098190308},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.6130470037460327},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5396343469619751},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5189775824546814},{"id":"https://openalex.org/C2779885105","wikidata":"https://www.wikidata.org/wiki/Q182263","display_name":"Empathy","level":2,"score":0.49880361557006836},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4818957448005676},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3304380774497986},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22007977962493896},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.1384037733078003},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/sym13071276","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym13071276","pdf_url":"https://www.mdpi.com/2073-8994/13/7/1276/pdf?version=1626423086","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:bf5dd12c633d4af083d0903ac65bab77","is_oa":true,"landing_page_url":"https://doaj.org/article/bf5dd12c633d4af083d0903ac65bab77","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":"Symmetry, Vol 13, Iss 7, p 1276 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2073-8994/13/7/1276/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/sym13071276","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symmetry","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/sym13071276","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym13071276","pdf_url":"https://www.mdpi.com/2073-8994/13/7/1276/pdf?version=1626423086","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8100000023841858,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G6624020838","display_name":null,"funder_award_id":"N000141812559","funder_id":"https://openalex.org/F4320337345","funder_display_name":"Office of Naval Research"}],"funders":[{"id":"https://openalex.org/F4320337345","display_name":"Office of Naval Research","ror":"https://ror.org/00rk2pe57"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3185007630.pdf"},"referenced_works_count":100,"referenced_works":["https://openalex.org/W30972548","https://openalex.org/W140325011","https://openalex.org/W359818833","https://openalex.org/W1497801403","https://openalex.org/W1538359285","https://openalex.org/W1880262756","https://openalex.org/W1964118658","https://openalex.org/W1969567791","https://openalex.org/W1971469751","https://openalex.org/W1979230891","https://openalex.org/W1989993068","https://openalex.org/W2000053552","https://openalex.org/W2002429435","https://openalex.org/W2005069458","https://openalex.org/W2005501262","https://openalex.org/W2012070465","https://openalex.org/W2030555467","https://openalex.org/W2033195202","https://openalex.org/W2039543580","https://openalex.org/W2045566047","https://openalex.org/W2045989361","https://openalex.org/W2058260126","https://openalex.org/W2059001796","https://openalex.org/W2061962473","https://openalex.org/W2069140227","https://openalex.org/W2070632860","https://openalex.org/W2076587921","https://openalex.org/W2078339310","https://openalex.org/W2089065004","https://openalex.org/W2089597365","https://openalex.org/W2090854549","https://openalex.org/W2097797932","https://openalex.org/W2098923148","https://openalex.org/W2104884878","https://openalex.org/W2107782151","https://openalex.org/W2119601604","https://openalex.org/W2121043186","https://openalex.org/W2130786629","https://openalex.org/W2132092410","https://openalex.org/W2138890315","https://openalex.org/W2140910804","https://openalex.org/W2144359569","https://openalex.org/W2155328222","https://openalex.org/W2156741031","https://openalex.org/W2160660844","https://openalex.org/W2166706824","https://openalex.org/W2171410433","https://openalex.org/W2189313680","https://openalex.org/W2220660951","https://openalex.org/W2310404790","https://openalex.org/W2367037334","https://openalex.org/W2473745301","https://openalex.org/W2520314979","https://openalex.org/W2558316529","https://openalex.org/W2560588212","https://openalex.org/W2562781711","https://openalex.org/W2616728312","https://openalex.org/W2622870631","https://openalex.org/W2744863474","https://openalex.org/W2765108713","https://openalex.org/W2768391063","https://openalex.org/W2768877773","https://openalex.org/W2770083870","https://openalex.org/W2810581738","https://openalex.org/W2829536470","https://openalex.org/W2897143089","https://openalex.org/W2933185410","https://openalex.org/W2937423263","https://openalex.org/W2950709119","https://openalex.org/W2991956127","https://openalex.org/W3004245552","https://openalex.org/W3010949373","https://openalex.org/W3022500075","https://openalex.org/W3024507639","https://openalex.org/W3032735579","https://openalex.org/W3049396473","https://openalex.org/W3101553132","https://openalex.org/W3105625590","https://openalex.org/W3121550528","https://openalex.org/W3141585729","https://openalex.org/W3157006577","https://openalex.org/W3172529047","https://openalex.org/W4205184193","https://openalex.org/W4211186029","https://openalex.org/W4231510805","https://openalex.org/W4232159537","https://openalex.org/W4234473045","https://openalex.org/W4236122429","https://openalex.org/W4237223679","https://openalex.org/W4386363607","https://openalex.org/W6608351394","https://openalex.org/W6612161972","https://openalex.org/W6639619044","https://openalex.org/W6670075816","https://openalex.org/W6673047070","https://openalex.org/W6687104208","https://openalex.org/W6720719261","https://openalex.org/W6730108224","https://openalex.org/W6730801389","https://openalex.org/W6736960337"],"related_works":["https://openalex.org/W2022249999","https://openalex.org/W2790197180","https://openalex.org/W2321298859","https://openalex.org/W2020597600","https://openalex.org/W2623239735","https://openalex.org/W2914237138","https://openalex.org/W2049690772","https://openalex.org/W1443290736","https://openalex.org/W2898390114","https://openalex.org/W3216436282"],"abstract_inverted_index":{"The":[0],"goal":[1],"of":[2,11,27,29,38,57,92,96],"this":[3],"study":[4],"was":[5,49],"to":[6],"conduct":[7],"a":[8,25,33],"literature":[9],"review":[10,48],"current":[12],"approaches":[13],"and":[14,19,44,64,94,100],"techniques":[15],"for":[16,89],"identifying,":[17],"understanding,":[18],"predicting":[20,75],"human":[21,76,97],"behaviors":[22,40,77,102],"through":[23],"mining":[24],"variety":[26],"sources":[28],"textual":[30,81],"data":[31,86],"with":[32],"focus":[34],"on":[35,79],"enabling":[36],"classification":[37],"psychological":[39],"regarding":[41],"emotion,":[42],"cognition,":[43],"social":[45,101],"empathy.":[46],"This":[47],"performed":[50],"using":[51],"keyword":[52],"searches":[53],"in":[54,74,85],"ISI":[55],"Web":[56],"Science,":[58],"Engineering":[59],"Village":[60],"Compendex,":[61],"ProQuest":[62],"Dissertations,":[63],"Google":[65],"Scholar.":[66],"Our":[67],"findings":[68],"show":[69],"that,":[70],"despite":[71],"recent":[72],"advancements":[73],"based":[78],"unstructured":[80],"data,":[82],"significant":[83],"developments":[84],"analytics":[87],"systems":[88],"identification,":[90],"determination":[91],"interrelationships,":[93],"prediction":[95],"cognitive,":[98],"emotional":[99],"remain":[103],"lacking.":[104]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3}],"updated_date":"2026-05-22T06:13:13.366637","created_date":"2025-10-10T00:00:00"}