{"id":"https://openalex.org/W4322772057","doi":"https://doi.org/10.3390/s23052708","title":"Modeling Topics in DFA-Based Lemmatized Gujarati Text","display_name":"Modeling Topics in DFA-Based Lemmatized Gujarati Text","publication_year":2023,"publication_date":"2023-03-01","ids":{"openalex":"https://openalex.org/W4322772057","doi":"https://doi.org/10.3390/s23052708","pmid":"https://pubmed.ncbi.nlm.nih.gov/36904915"},"language":"en","primary_location":{"id":"doi:10.3390/s23052708","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23052708","pdf_url":"https://www.mdpi.com/1424-8220/23/5/2708/pdf?version=1677674578","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"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":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/5/2708/pdf?version=1677674578","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063502530","display_name":"Uttam Chauhan","orcid":"https://orcid.org/0000-0003-4373-2132"},"institutions":[{"id":"https://openalex.org/I129862065","display_name":"Government Medical College","ror":"https://ror.org/007fenw03","country_code":"IN","type":"education","lineage":["https://openalex.org/I129862065"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Uttam Chauhan","raw_affiliation_strings":["Department of Computer Engineering, Vishwakarma Government Engineering College, Chandkheda, Ahmedabad 382424, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Vishwakarma Government Engineering College, Chandkheda, Ahmedabad 382424, India","institution_ids":["https://openalex.org/I129862065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057345496","display_name":"Shrusti Shah","orcid":"https://orcid.org/0009-0001-2267-5768"},"institutions":[{"id":"https://openalex.org/I129862065","display_name":"Government Medical College","ror":"https://ror.org/007fenw03","country_code":"IN","type":"education","lineage":["https://openalex.org/I129862065"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shrusti Shah","raw_affiliation_strings":["Department of Computer Engineering, Vishwakarma Government Engineering College, Chandkheda, Ahmedabad 382424, India"],"raw_orcid":"https://orcid.org/0009-0001-2267-5768","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Vishwakarma Government Engineering College, Chandkheda, Ahmedabad 382424, India","institution_ids":["https://openalex.org/I129862065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003499305","display_name":"Dharati Shiroya","orcid":null},"institutions":[{"id":"https://openalex.org/I129862065","display_name":"Government Medical College","ror":"https://ror.org/007fenw03","country_code":"IN","type":"education","lineage":["https://openalex.org/I129862065"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dharati Shiroya","raw_affiliation_strings":["Department of Computer Engineering, Vishwakarma Government Engineering College, Chandkheda, Ahmedabad 382424, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Vishwakarma Government Engineering College, Chandkheda, Ahmedabad 382424, India","institution_ids":["https://openalex.org/I129862065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073432796","display_name":"Dipti Solanki","orcid":null},"institutions":[{"id":"https://openalex.org/I129862065","display_name":"Government Medical College","ror":"https://ror.org/007fenw03","country_code":"IN","type":"education","lineage":["https://openalex.org/I129862065"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dipti Solanki","raw_affiliation_strings":["Department of Computer Engineering, Vishwakarma Government Engineering College, Chandkheda, Ahmedabad 382424, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Vishwakarma Government Engineering College, Chandkheda, Ahmedabad 382424, India","institution_ids":["https://openalex.org/I129862065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108887052","display_name":"Zeel Patel","orcid":null},"institutions":[{"id":"https://openalex.org/I129862065","display_name":"Government Medical College","ror":"https://ror.org/007fenw03","country_code":"IN","type":"education","lineage":["https://openalex.org/I129862065"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Zeel Patel","raw_affiliation_strings":["Department of Computer Engineering, Vishwakarma Government Engineering College, Chandkheda, Ahmedabad 382424, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Vishwakarma Government Engineering College, Chandkheda, Ahmedabad 382424, India","institution_ids":["https://openalex.org/I129862065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039637627","display_name":"Jitendra Bhatia","orcid":"https://orcid.org/0000-0002-2375-5057"},"institutions":[{"id":"https://openalex.org/I165831266","display_name":"Nirma University","ror":"https://ror.org/05qkq7x38","country_code":"IN","type":"education","lineage":["https://openalex.org/I165831266"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Jitendra Bhatia","raw_affiliation_strings":["Department of Computer Science and Engineering, Institute of Technology, Nirma University, Ahmedabad 382481, India"],"raw_orcid":"https://orcid.org/0000-0002-2375-5057","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Institute of Technology, Nirma University, Ahmedabad 382481, India","institution_ids":["https://openalex.org/I165831266"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089077811","display_name":"Sudeep Tanwar","orcid":"https://orcid.org/0000-0002-1776-4651"},"institutions":[{"id":"https://openalex.org/I165831266","display_name":"Nirma University","ror":"https://ror.org/05qkq7x38","country_code":"IN","type":"education","lineage":["https://openalex.org/I165831266"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sudeep Tanwar","raw_affiliation_strings":["Department of Computer Science and Engineering, Institute of Technology, Nirma University, Ahmedabad 382481, India"],"raw_orcid":"https://orcid.org/0000-0002-1776-4651","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Institute of Technology, Nirma University, Ahmedabad 382481, India","institution_ids":["https://openalex.org/I165831266"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056113902","display_name":"Ravi Sharma","orcid":"https://orcid.org/0000-0002-8584-9753"},"institutions":[{"id":"https://openalex.org/I5847235","display_name":"University of Petroleum and Energy Studies","ror":"https://ror.org/04q2jes40","country_code":"IN","type":"education","lineage":["https://openalex.org/I5847235"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ravi Sharma","raw_affiliation_strings":["Ravi Sharma, Centre for Inter-Disciplinary Research and Innovation, University of Petroleum and Energy Studies, Dehradun 248001, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ravi Sharma, Centre for Inter-Disciplinary Research and Innovation, University of Petroleum and Energy Studies, Dehradun 248001, India","institution_ids":["https://openalex.org/I5847235"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068550299","display_name":"Marina Verde\u0219","orcid":null},"institutions":[{"id":"https://openalex.org/I4210108695","display_name":"Gheorghe Asachi Technical University of Ia\u0219i","ror":"https://ror.org/014zxnz40","country_code":"RO","type":"education","lineage":["https://openalex.org/I4210108695"]}],"countries":["RO"],"is_corresponding":true,"raw_author_name":"Verdes Marina","raw_affiliation_strings":["Faculty of Civil Engineering and Building Services, Department of Building Services, Technical University of Gheorghe Asachi, 700050 Iasi, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Civil Engineering and Building Services, Department of Building Services, Technical University of Gheorghe Asachi, 700050 Iasi, Romania","institution_ids":["https://openalex.org/I4210108695"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055678785","display_name":"Maria Simona Raboac\u0103","orcid":"https://orcid.org/0000-0002-7277-4377"},"institutions":[{"id":"https://openalex.org/I4210148481","display_name":"National Institute for Research and Development of Isotopic and Molecular Technologies","ror":"https://ror.org/05v0gvx94","country_code":"RO","type":"facility","lineage":["https://openalex.org/I4210148481"]},{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Maria Simona Raboaca","raw_affiliation_strings":["Doctoral School, University Politehnica of Bucharest, Splaiul Independentei Street No. 313, 060042 Bucharest, Romania","National Research and Development Institute for Cryogenic and Isotopic Technologies\u2014ICSI Rm. V\u00e2lcea, Uzinei Street, No. 4, P.O. Box 7 R\u00e2ureni, 240050 R\u00e2mnicu V\u00e2lcea, Romania"],"raw_orcid":"https://orcid.org/0000-0002-7277-4377","affiliations":[{"raw_affiliation_string":"Doctoral School, University Politehnica of Bucharest, Splaiul Independentei Street No. 313, 060042 Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]},{"raw_affiliation_string":"National Research and Development Institute for Cryogenic and Isotopic Technologies\u2014ICSI Rm. V\u00e2lcea, Uzinei Street, No. 4, P.O. Box 7 R\u00e2ureni, 240050 R\u00e2mnicu V\u00e2lcea, Romania","institution_ids":["https://openalex.org/I4210148481"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5039637627","https://openalex.org/A5068550299"],"corresponding_institution_ids":["https://openalex.org/I165831266","https://openalex.org/I4210108695"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.994,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.7981874,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"23","issue":"5","first_page":"2708","last_page":"2708"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998000264167786,"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/T10028","display_name":"Topic Modeling","score":0.9998000264167786,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9998000264167786,"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":0.9986000061035156,"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/gujarati","display_name":"Gujarati","score":0.9416546821594238},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5256629586219788},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.48236769437789917},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4338427782058716},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35148781538009644},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.11120840907096863}],"concepts":[{"id":"https://openalex.org/C2779296024","wikidata":"https://www.wikidata.org/wiki/Q5137","display_name":"Gujarati","level":2,"score":0.9416546821594238},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5256629586219788},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.48236769437789917},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4338427782058716},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35148781538009644},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.11120840907096863},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s23052708","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23052708","pdf_url":"https://www.mdpi.com/1424-8220/23/5/2708/pdf?version=1677674578","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"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":"Sensors","raw_type":"journal-article"},{"id":"pmid:36904915","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36904915","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10007128","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10007128","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10007128/pdf/sensors-23-02708.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:56cf7ab19f6d4dcba1b2598ee1219912","is_oa":true,"landing_page_url":"https://doaj.org/article/56cf7ab19f6d4dcba1b2598ee1219912","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":"Sensors, Vol 23, Iss 5, p 2708 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/5/2708/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23052708","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":"Sensors","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23052708","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23052708","pdf_url":"https://www.mdpi.com/1424-8220/23/5/2708/pdf?version=1677674578","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"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":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8399999737739563,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G309767835","display_name":null,"funder_award_id":"PN 19","funder_id":"https://openalex.org/F4320323983","funder_display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii"},{"id":"https://openalex.org/G5990276324","display_name":"Advanced Manufacturing assistance and training for SME Transformation","funder_award_id":"101037866","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320323983","display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii","ror":"https://ror.org/01q7jq182"},{"id":"https://openalex.org/F4320325255","display_name":"Ministry of Electronics and Information technology","ror":null},{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4322772057.pdf","grobid_xml":"https://content.openalex.org/works/W4322772057.grobid-xml"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W240969542","https://openalex.org/W285841728","https://openalex.org/W582033733","https://openalex.org/W1197227135","https://openalex.org/W1605988287","https://openalex.org/W1880262756","https://openalex.org/W1967033562","https://openalex.org/W1978000310","https://openalex.org/W1981718292","https://openalex.org/W1987680958","https://openalex.org/W1999257126","https://openalex.org/W2001082470","https://openalex.org/W2018663431","https://openalex.org/W2021363300","https://openalex.org/W2026868490","https://openalex.org/W2027246160","https://openalex.org/W2074357889","https://openalex.org/W2076219102","https://openalex.org/W2079591709","https://openalex.org/W2080956096","https://openalex.org/W2084064745","https://openalex.org/W2098908879","https://openalex.org/W2100163972","https://openalex.org/W2109154616","https://openalex.org/W2111698337","https://openalex.org/W2115716664","https://openalex.org/W2128799871","https://openalex.org/W2140264852","https://openalex.org/W2144100511","https://openalex.org/W2147152072","https://openalex.org/W2165225588","https://openalex.org/W2165401136","https://openalex.org/W2169104544","https://openalex.org/W2250533720","https://openalex.org/W2275711495","https://openalex.org/W2283589184","https://openalex.org/W2285811659","https://openalex.org/W2309222574","https://openalex.org/W2342271261","https://openalex.org/W2356036115","https://openalex.org/W2413669350","https://openalex.org/W2464821035","https://openalex.org/W2544090504","https://openalex.org/W2578952363","https://openalex.org/W2583067118","https://openalex.org/W2742034229","https://openalex.org/W2778073002","https://openalex.org/W2896747900","https://openalex.org/W2901960243","https://openalex.org/W2912607070","https://openalex.org/W2955823741","https://openalex.org/W4280637746","https://openalex.org/W4316467227","https://openalex.org/W4388691689","https://openalex.org/W6617084788","https://openalex.org/W6627796817","https://openalex.org/W6636440780","https://openalex.org/W6639619044","https://openalex.org/W6680343917","https://openalex.org/W6742371379","https://openalex.org/W6758709003","https://openalex.org/W6789055382"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4244044226","https://openalex.org/W1501482412","https://openalex.org/W2030885044","https://openalex.org/W586392501","https://openalex.org/W562537795","https://openalex.org/W640091567","https://openalex.org/W2436875238","https://openalex.org/W2122305882","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Topic":[0],"modeling":[1],"is":[2,35,124,132,173],"a":[3,18,22,41,49,89,140,150],"machine":[4,13],"learning":[5,14],"algorithm":[6],"based":[7,155],"on":[8,97],"statistics":[9],"that":[10,62,199,216],"follows":[11],"unsupervised":[12],"techniques":[15],"for":[16,158,230],"mapping":[17],"high-dimensional":[19],"corpus":[20,56,179,203],"to":[21,37,45,67,87,127,162,188,245,248,252],"low-dimensional":[23],"topical":[24],"subspace,":[25],"but":[26],"it":[27],"could":[28],"be":[29,38],"better.":[30],"A":[31],"topic":[32,34,50,64,94],"model's":[33],"expected":[36],"interpretable":[39,206],"as":[40,139],"concept,":[42],"i.e.,":[43],"correspond":[44],"human":[46],"understanding":[47],"of":[48,111,114,134,171,180,221],"occurring":[51],"in":[52,73,80,103,117],"texts.":[53],"While":[54],"discovering":[55],"themes,":[57],"inference":[58],"constantly":[59],"uses":[60],"vocabulary":[61,222],"impacts":[63],"quality":[65],"due":[66],"its":[68],"size.":[69],"Inflectional":[70],"forms":[71],"are":[72,85],"the":[74,81,104,112,135,159,200,219,227],"corpus.":[75,105],"Since":[76],"words":[77],"frequently":[78],"appear":[79],"same":[82],"sentence":[83],"and":[84,207,226,239,250],"likely":[86],"have":[88,143],"latent":[90],"topic,":[91],"practically":[92],"all":[93,231],"models":[95],"rely":[96],"co-occurrence":[98],"signals":[99],"between":[100],"various":[101],"terms":[102],"The":[106,169,196],"topics":[107,172],"get":[108],"weaker":[109],"because":[110],"abundance":[113],"distinct":[115],"tokens":[116],"languages":[118],"with":[119],"extensive":[120],"inflectional":[121,145],"morphology.":[122],"Lemmatization":[123],"often":[125],"used":[126],"preempt":[128],"this":[129,177],"problem.":[130],"Gujarati":[131,160,181,202],"one":[133],"morphologically":[136],"rich":[137],"languages,":[138],"word":[141],"may":[142],"several":[144],"forms.":[146],"This":[147],"paper":[148],"proposes":[149],"deterministic":[151],"finite":[152],"automaton":[153],"(DFA)":[154],"lemmatization":[156,217],"technique":[157],"language":[161],"transform":[163],"lemmas":[164],"into":[165],"their":[166],"root":[167],"words.":[168],"set":[170],"then":[174],"inferred":[175],"from":[176],"lemmatized":[178,201],"text.":[182,212],"We":[183],"employ":[184],"statistical":[185],"divergence":[186],"measurements":[187],"identify":[189],"semantically":[190],"less":[191],"coherent":[192],"(overly":[193],"general)":[194],"topics.":[195],"result":[197],"shows":[198],"learns":[204],"more":[205],"meaningful":[208],"subjects":[209],"than":[210],"unlemmatized":[211],"Finally,":[213],"results":[214],"show":[215],"curtails":[218],"size":[220],"decreases":[223],"by":[224],"16%":[225],"semantic":[228],"coherence":[229],"three":[232],"measurements-Log":[233],"Conditional":[234],"Probability,":[235],"Pointwise":[236,241],"Mutual":[237,242],"Information,":[238],"Normalized":[240],"Information-from":[243],"-9.39":[244],"-7.49,":[246],"-6.79":[247],"-5.18,":[249],"-0.23":[251],"-0.17,":[253],"respectively.":[254]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
