{"id":"https://openalex.org/W2977600876","doi":"https://doi.org/10.13053/cys-23-3-3239","title":"Kazakh Text Summarization using Fuzzy logic","display_name":"Kazakh Text Summarization using Fuzzy logic","publication_year":2019,"publication_date":"2019-10-07","ids":{"openalex":"https://openalex.org/W2977600876","doi":"https://doi.org/10.13053/cys-23-3-3239","mag":"2977600876"},"language":"es","primary_location":{"id":"doi:10.13053/cys-23-3-3239","is_oa":false,"landing_page_url":"https://doi.org/10.13053/cys-23-3-3239","pdf_url":null,"source":{"id":"https://openalex.org/S61446325","display_name":"Computaci\u00f3n y Sistemas","issn_l":"1405-5546","issn":["1405-5546","2007-9737"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319599","host_organization_name":"National Polytechnic Institute","host_organization_lineage":["https://openalex.org/P4310319599"],"host_organization_lineage_names":["National Polytechnic Institute"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computaci\u00f3n y Sistemas","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://nur.nu.edu.kz/handle/123456789/4489","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054031415","display_name":"Altanbek Zulkhazhav","orcid":"https://orcid.org/0000-0002-4491-3253"},"institutions":[{"id":"https://openalex.org/I10232997","display_name":"L. N. Gumilyov Eurasian National University","ror":"https://ror.org/0242cby63","country_code":"KZ","type":"education","lineage":["https://openalex.org/I10232997"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Altanbek Zulkhazhav","raw_affiliation_strings":["L.N. Gumilyov Eurasian National University,Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"L.N. Gumilyov Eurasian National University,Kazakhstan","institution_ids":["https://openalex.org/I10232997"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076372105","display_name":"Zhanibek Kozhirbayev","orcid":"https://orcid.org/0000-0003-4235-9049"},"institutions":[{"id":"https://openalex.org/I10232997","display_name":"L. N. Gumilyov Eurasian National University","ror":"https://ror.org/0242cby63","country_code":"KZ","type":"education","lineage":["https://openalex.org/I10232997"]},{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Zhanibek Kozhirbayev","raw_affiliation_strings":["L.N.Gumilyov Eurasian National University, Kazakhstan; Nazarbayev University, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"L.N.Gumilyov Eurasian National University, Kazakhstan; Nazarbayev University, Kazakhstan","institution_ids":["https://openalex.org/I10232997","https://openalex.org/I60559429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098567410","display_name":"Zhandos Yessenbayevy","orcid":null},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Zhandos Yessenbayevy","raw_affiliation_strings":["Nazarbayev University,Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nazarbayev University,Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073789263","display_name":"Altynbek Sharipbay","orcid":"https://orcid.org/0000-0001-5334-1253"},"institutions":[{"id":"https://openalex.org/I10232997","display_name":"L. N. Gumilyov Eurasian National University","ror":"https://ror.org/0242cby63","country_code":"KZ","type":"education","lineage":["https://openalex.org/I10232997"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Altynbek Sharipbay","raw_affiliation_strings":["L.N. Gumilyov Eurasian National University,Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"L.N. Gumilyov Eurasian National University,Kazakhstan","institution_ids":["https://openalex.org/I10232997"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2892,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.67256786,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"23","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","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/T10028","display_name":"Topic Modeling","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/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":0.9955000281333923,"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/automatic-summarization","display_name":"Automatic summarization","score":0.9551888704299927},{"id":"https://openalex.org/keywords/kazakh","display_name":"Kazakh","score":0.8850901126861572},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7744976282119751},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.6865866184234619},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6463080644607544},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6324111819267273},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5794352293014526},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5655251145362854},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.5518890619277954},{"id":"https://openalex.org/keywords/multi-document-summarization","display_name":"Multi-document summarization","score":0.4700680375099182},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4557095170021057},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.14357692003250122},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.12254166603088379}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.9551888704299927},{"id":"https://openalex.org/C2781297163","wikidata":"https://www.wikidata.org/wiki/Q9252","display_name":"Kazakh","level":2,"score":0.8850901126861572},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7744976282119751},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6865866184234619},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6463080644607544},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6324111819267273},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5794352293014526},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5655251145362854},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5518890619277954},{"id":"https://openalex.org/C134714966","wikidata":"https://www.wikidata.org/wiki/Q6934448","display_name":"Multi-document summarization","level":3,"score":0.4700680375099182},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4557095170021057},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.14357692003250122},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.12254166603088379},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.13053/cys-23-3-3239","is_oa":false,"landing_page_url":"https://doi.org/10.13053/cys-23-3-3239","pdf_url":null,"source":{"id":"https://openalex.org/S61446325","display_name":"Computaci\u00f3n y Sistemas","issn_l":"1405-5546","issn":["1405-5546","2007-9737"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319599","host_organization_name":"National Polytechnic Institute","host_organization_lineage":["https://openalex.org/P4310319599"],"host_organization_lineage_names":["National Polytechnic Institute"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computaci\u00f3n y Sistemas","raw_type":"journal-article"},{"id":"pmh:oai:testnur.nu.edu.kz:123456789/4489","is_oa":true,"landing_page_url":"http://nur.nu.edu.kz/handle/123456789/4489","pdf_url":null,"source":{"id":"https://openalex.org/S4377196417","display_name":"Nazarbayev University Repository (Nazarbayev University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60559429","host_organization_name":"Nazarbayev University","host_organization_lineage":["https://openalex.org/I60559429"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:testnur.nu.edu.kz:123456789/4489","is_oa":true,"landing_page_url":"http://nur.nu.edu.kz/handle/123456789/4489","pdf_url":null,"source":{"id":"https://openalex.org/S4377196417","display_name":"Nazarbayev University Repository (Nazarbayev University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60559429","host_organization_name":"Nazarbayev University","host_organization_lineage":["https://openalex.org/I60559429"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8600000143051147,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2054211469","https://openalex.org/W2083305840","https://openalex.org/W2618205336","https://openalex.org/W2791286349","https://openalex.org/W2804608814","https://openalex.org/W2887793820","https://openalex.org/W2943142297","https://openalex.org/W2955469031"],"related_works":["https://openalex.org/W3164984162","https://openalex.org/W2104677027","https://openalex.org/W2902627734","https://openalex.org/W2112885393","https://openalex.org/W2173208124","https://openalex.org/W2568827738","https://openalex.org/W1990695371","https://openalex.org/W2365100044","https://openalex.org/W2099859325","https://openalex.org/W2474342320"],"abstract_inverted_index":{"In":[0],"this":[1],"paper":[2],"we":[3,95,120],"present":[4],"an":[5],"extractive":[6],"summarization":[7,56],"method":[8,144,167],"for":[9,104,116,137,171,178],"the":[10,26,35,41,74,77,97,100,117,129,134,138,155,158,165,172,179],"Kazakh":[11,135],"language":[12,67,136],"based":[13,72],"on":[14,40,46,73,145],"fuzzy":[15,106],"logic.":[16],"We":[17,140],"aimed":[18],"to":[19,29,89,153],"extract":[20],"and":[21,49,83,122],"concatenate":[22],"important":[23,63],"sentences":[24,78,102],"from":[25,128],"primary":[27],"text":[28],"obtain":[30],"its":[31,47],"shorter":[32],"form.":[33],"With":[34],"rapid":[36],"growth":[37],"of":[38,54,65,76,99,157],"information":[39],"Internet":[42,131],"thereis":[43],"a":[44,61],"demand":[45],"efficient":[48],"cost-effective":[50],"summarization.":[51],"Thereforethe":[52],"creation":[53],"automatic":[55],"methods":[57],"is":[58,71,112,175,183],"considered":[59],"as":[60],"very":[62],"task":[64],"natural":[66],"processing.":[68],"Our":[69],"approach":[70],"preprocessing":[75],"by":[79,164],"applying":[80],"morphological":[81],"analysis":[82],"pronoun":[84,169],"resolution":[85,170],"techniques":[86],"in":[87,133],"order":[88],"avoid":[90],"their":[91],"early":[92],"rejections.":[93],"Afterwards,":[94],"determine":[96],"features":[98],"processed":[101],"need":[103],"exploiting":[105],"logic":[107],"methods.":[108],"Additionally,":[109],"since":[110],"there":[111],"no":[113],"available":[114],"data":[115],"given":[118],"task,":[119],"collected":[121],"manually":[123],"annotated":[124],"our":[125,143],"own":[126],"dataset":[127,174],"different":[130],"resources":[132],"experimentation.":[139],"also":[141],"applied":[142],"CNN/Daily":[146],"Maildataset.":[147],"The":[148,161],"ROUGE-N":[149],"indicators":[150],"were":[151],"calculated":[152],"assess":[154],"quality":[156],"proposed":[159,166],"method.":[160],"ROUGE-L(f-score)":[162],"score":[163],"with":[168],"former":[173],"0.40,":[176],"whereas":[177],"latter":[180],"one":[181],"it":[182],"0.38.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
