{"id":"https://openalex.org/W2969818713","doi":"https://doi.org/10.1145/3342827.3342828","title":"An automated new approach in fast text classification (fastText)","display_name":"An automated new approach in fast text classification (fastText)","publication_year":2019,"publication_date":"2019-06-28","ids":{"openalex":"https://openalex.org/W2969818713","doi":"https://doi.org/10.1145/3342827.3342828","mag":"2969818713"},"language":"en","primary_location":{"id":"doi:10.1145/3342827.3342828","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3342827.3342828","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 3rd International Conference on Natural Language Processing and Information Retrieval","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/A5059288728","display_name":"Birol Kuyumcu","orcid":"https://orcid.org/0000-0002-6366-6198"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Birol Kuyumcu","raw_affiliation_strings":["Sefamerve R&D Center, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Sefamerve R&D Center, Istanbul, Turkey","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065661615","display_name":"C\u00fcneyt Aksakall\u0131","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cuneyt Aksakalli","raw_affiliation_strings":["Sefamerve R&D Center, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Sefamerve R&D Center, Istanbul, Turkey","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022518507","display_name":"Selman Del\u0131l","orcid":"https://orcid.org/0000-0001-8149-3561"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Selman Delil","raw_affiliation_strings":["Sefamerve R&D Center, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Sefamerve R&D Center, Istanbul, Turkey","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5059288728"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6802,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.88387969,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","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/T11550","display_name":"Text and Document Classification Technologies","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/T10028","display_name":"Topic Modeling","score":0.9994999766349792,"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":0.9983999729156494,"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/computer-science","display_name":"Computer science","score":0.8146066665649414},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7365094423294067},{"id":"https://openalex.org/keywords/agglutinative-language","display_name":"Agglutinative language","score":0.6558316946029663},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.6372007727622986},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6347942352294922},{"id":"https://openalex.org/keywords/lexical-analysis","display_name":"Lexical analysis","score":0.5887157320976257},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.49246153235435486},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.4585954248905182},{"id":"https://openalex.org/keywords/turkish","display_name":"Turkish","score":0.45349016785621643},{"id":"https://openalex.org/keywords/word-processing","display_name":"Word processing","score":0.43544313311576843},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.423868328332901},{"id":"https://openalex.org/keywords/text-processing","display_name":"Text processing","score":0.4101410508155823},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.3728893995285034},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.33809423446655273}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8146066665649414},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7365094423294067},{"id":"https://openalex.org/C80875076","wikidata":"https://www.wikidata.org/wiki/Q171263","display_name":"Agglutinative language","level":3,"score":0.6558316946029663},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.6372007727622986},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6347942352294922},{"id":"https://openalex.org/C176982825","wikidata":"https://www.wikidata.org/wiki/Q835922","display_name":"Lexical analysis","level":2,"score":0.5887157320976257},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.49246153235435486},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.4585954248905182},{"id":"https://openalex.org/C2781121862","wikidata":"https://www.wikidata.org/wiki/Q256","display_name":"Turkish","level":2,"score":0.45349016785621643},{"id":"https://openalex.org/C2983335612","wikidata":"https://www.wikidata.org/wiki/Q54277","display_name":"Word processing","level":2,"score":0.43544313311576843},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.423868328332901},{"id":"https://openalex.org/C2779500292","wikidata":"https://www.wikidata.org/wiki/Q14802672","display_name":"Text processing","level":2,"score":0.4101410508155823},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.3728893995285034},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.33809423446655273},{"id":"https://openalex.org/C165297611","wikidata":"https://www.wikidata.org/wiki/Q43249","display_name":"Morpheme","level":2,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3342827.3342828","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3342827.3342828","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 3rd International Conference on Natural Language Processing and Information Retrieval","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6600000262260437,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1500332810","https://openalex.org/W1888005072","https://openalex.org/W2118020653","https://openalex.org/W2131744502","https://openalex.org/W2133990480","https://openalex.org/W2154851992","https://openalex.org/W2250539671","https://openalex.org/W2346026989","https://openalex.org/W2393319904","https://openalex.org/W2513155931","https://openalex.org/W2514856369","https://openalex.org/W2727582050","https://openalex.org/W2765147810","https://openalex.org/W2766691933","https://openalex.org/W2950577311","https://openalex.org/W2962756421","https://openalex.org/W3104097132","https://openalex.org/W3105705953"],"related_works":["https://openalex.org/W4378419095","https://openalex.org/W4293147636","https://openalex.org/W3213294137","https://openalex.org/W4225939240","https://openalex.org/W3185916216","https://openalex.org/W4245714337","https://openalex.org/W2113365910","https://openalex.org/W3146206930","https://openalex.org/W4285122913","https://openalex.org/W4377970693"],"abstract_inverted_index":{"Any":[0],"Text":[1],"Classification":[2],"(TC)":[3],"problem":[4,34],"need":[5,17],"pre-processing":[6,15,36,89,120],"steps":[7,16,37,57,121],"which":[8,100],"may":[9],"affect":[10],"the":[11,70,84,88,124,127],"classification":[12],"accuracy.":[13],"Especially":[14],"substantial":[18],"effort":[19],"particularly":[20],"in":[21],"agglutinative":[22],"languages":[23],"such":[24,38],"as":[25,39],"Turkish.":[26],"In":[27,105],"this":[28,106],"context,":[29],"a":[30,64,110],"traditional":[31],"text":[32,61],"categorization":[33],"requires":[35],"tokenization,":[40],"stop-word":[41],"removal,":[42],"lower-case":[43],"conversion,":[44],"stemming":[45],"and":[46,62,122],"feature":[47],"dimension":[48],"reduction.":[49],"Before":[50],"classification,":[51],"one":[52,82],"or":[53],"more":[54],"of":[55,83,126],"these":[56],"are":[58],"applied":[59],"to":[60,68,86],"then":[63],"classifier":[65,99,112],"is":[66,81,94],"trained":[67],"evaluate":[69,109],"corresponding":[71],"precision.":[72],"Deep":[73],"neural":[74],"network":[75],"classifiers":[76],"combined":[77],"with":[78],"word":[79,96],"embedding":[80,97],"solutions":[85],"eliminate":[87],"prerequisites.":[90],"Another":[91],"novel":[92],"approach":[93],"fastText":[95,111],"based":[98],"was":[101],"developed":[102],"by":[103],"Facebook.":[104],"study,":[107],"we":[108],"on":[113],"TTC-3600":[114],"Turkish":[115],"dataset":[116],"without":[117],"using":[118],"any":[119],"present":[123],"performance":[125],"algorithm.":[128]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}