{"id":2215,"date":"2023-09-25T14:40:18","date_gmt":"2023-09-25T09:40:18","guid":{"rendered":"http:\/\/vestnik.polytech.tj\/?p=2215"},"modified":"2023-09-25T14:45:40","modified_gmt":"2023-09-25T09:45:40","slug":"expiramental-program-stand-for-keywords-extraction","status":"publish","type":"post","link":"https:\/\/vestnik.polytech.tj\/?p=2215&lang=en","title":{"rendered":"EXPIRAMENTAL PROGRAM STAND FOR KEYWORDS EXTRACTION"},"content":{"rendered":"<p><!--vcv no format--><!-- vcwb\/dynamicElementComment:a4c83db6 --><\/p>\n<div class=\"vce-row-container\" data-vce-boxed-width=\"true\">\n<div class=\"vce-row vce-row--col-gap-30 vce-row-equal-height vce-row-content--top\" id=\"el-a4c83db6\" data-vce-do-apply=\"all el-a4c83db6\">\n<div class=\"vce-row-content\" data-vce-element-content=\"true\"><!-- vcwb\/dynamicElementComment:3630a1ee --><\/p>\n<div class=\"vce-col vce-col--md-78p vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-first vce-col--lg-first vce-col--xl-first\" id=\"el-3630a1ee\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-3630a1ee\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-3630a1ee\"><!-- vcwb\/dynamicElementComment:5f647457 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-5f647457\" data-vce-do-apply=\"all el-5f647457\">\n<p><strong><span style=\"font-size: 14pt;\">Authors<\/span><\/strong><\/p>\n<p><strong>&nbsp; &nbsp; Vanushkin A.S<\/strong><em>. \u2013 assistant of the department, Pskov State University, Pskov, Russia.<\/em><\/p>\n<p><strong>&nbsp; &nbsp;Grashenko L.A.<\/strong><em> \u2013 junior researcher, Institute of Mathematics of the Academy of Sciences of the Republic of Tajikistan, Dushanbe, Tajikistan.<\/em><\/p>\n<p><span style=\"font-size: 14pt;\"><strong>Annotation<\/strong><\/span><\/p>\n<p><em>&nbsp; &nbsp;The given article describes a software tool for exploring different aspects of extracting keywords from texts in natural languages. The researcher is provided with visual design and the text processing tract setting; calculation and visualization of efficiency indicators of a number of built-in graph algorithms. It is possible to expand the stand functionality. The first tests showed a significant spread in the accuracy of keywords extraction when comparing the size of texts.<\/em><\/p>\n<p><span style=\"font-size: 14pt;\"><strong>Keywords<\/strong><\/span><\/p>\n<p><em>&nbsp;text processing, keywords, extraction algorithms, experimental stand.<\/em><\/p>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:5f647457 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:3630a1ee --><!-- vcwb\/dynamicElementComment:4e31df8d --><\/p>\n<div class=\"vce-col vce-col--md-22p vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-last vce-col--lg-last vce-col--xl-last\" id=\"el-4e31df8d\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-4e31df8d\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-4e31df8d\"><!-- vcwb\/dynamicElementComment:b67eda33 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-b67eda33\" data-vce-do-apply=\"all el-b67eda33\">\n<table style=\"border-collapse: collapse; width: 100%; height: 42px;\" border=\"1\">\n<tbody>\n<tr style=\"height: 42px;\">\n<td style=\"width: 100%; height: 42px;\">\n<p style=\"line-height: 1;\"><span style=\"font-size: 14pt;\">Language<\/span><\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">english<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:b67eda33 --><!-- vcwb\/dynamicElementComment:ab142696 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-ab142696\" data-vce-do-apply=\"all el-ab142696\">\n<table style=\"border-collapse: collapse; width: 100%; height: 42px;\" border=\"1\">\n<tbody>\n<tr style=\"height: 42px;\">\n<td style=\"width: 100%; height: 42px;\">\n<p style=\"line-height: 1;\"><span style=\"font-size: 14pt;\">Type<\/span><\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">technical<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:ab142696 --><!-- vcwb\/dynamicElementComment:695cb2ae --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-695cb2ae\" data-vce-do-apply=\"all el-695cb2ae\">\n<table style=\"border-collapse: collapse; width: 100%; height: 42px;\" border=\"1\">\n<tbody>\n<tr style=\"height: 42px;\">\n<td style=\"width: 100%; height: 42px;\">\n<p style=\"line-height: 1;\"><span style=\"font-size: 14pt;\">Year<\/span><\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">2017<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:695cb2ae --><!-- vcwb\/dynamicElementComment:ecdfaf43 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-ecdfaf43\" data-vce-do-apply=\"all el-ecdfaf43\">\n<table style=\"border-collapse: collapse; width: 100%; height: 42px;\" border=\"1\">\n<tbody>\n<tr style=\"height: 42px;\">\n<td style=\"width: 100%; height: 42px;\">\n<p style=\"line-height: 1;\"><span style=\"font-size: 14pt;\">Page<\/span><\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">19<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:ecdfaf43 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:4e31df8d --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:a4c83db6 --><!-- vcwb\/dynamicElementComment:2d39b305 --><\/p>\n<div class=\"vce-row-container\" data-vce-boxed-width=\"true\">\n<div class=\"vce-row vce-row--col-gap-30 vce-row-equal-height vce-row-content--top\" id=\"el-2d39b305\" data-vce-do-apply=\"all el-2d39b305\">\n<div class=\"vce-row-content\" data-vce-element-content=\"true\"><!-- vcwb\/dynamicElementComment:cb85e196 --><\/p>\n<div class=\"vce-col vce-col--md-auto vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-last vce-col--lg-last vce-col--xl-last vce-col--md-first vce-col--lg-first vce-col--xl-first\" id=\"el-cb85e196\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-cb85e196\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-cb85e196\"><!-- vcwb\/dynamicElementComment:e3a9005c --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-e3a9005c\" data-vce-do-apply=\"all el-e3a9005c\">\n<p><span style=\"font-size: 14pt;\"><strong>\u0421\u043f\u0438\u0441\u043e\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043b\u0438\u0442\u0435\u0440\u0430\u0442\u0443\u0440\u044b<\/strong><\/span><\/p>\n<ol>\n<li><em>\u0412\u0430\u043d\u044e\u0448\u043a\u0438\u043d \u0410.\u0421. \u041c\u0435\u0442\u043e\u0434\u044b \u0438 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0441\u043b\u043e\u0432 \/ \u0410.\u0421. \u0412\u0430\u043d\u044e\u0448\u043a\u0438\u043d, \u041b.\u0410. \u0413\u0440\u0430\u0449\u0435\u043d\u043a\u043e \/\/ \u041d\u043e\u0432\u044b\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0432 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445. \u2013 2016. \u2013 \u211619 \u2013 \u0421. 85\u201393.<\/em><\/li>\n<li><em>Marujo L., Gershman A., Carbonell J., Frederking R. Supervised Topical Key Phrase Extraction of News Stories using Crowdsourcing, Light Filtering and Co-reference Normalization. Lrec 2012. pp 399\u2013403.<\/em><\/li>\n<li><em>Mihalcea R., Tarau P. TextRank: Bringing order into texts Proc. EMNLP 2004. Vol. 4 pp. 404\u2013411.<\/em><\/li>\n<li><em>Palshikar G. Keyword Extraction from a Single Document Using Centrality Measures. Pattern Recognit. Mach. Intell, LNCS 2007. Vol. 4851 pp. 503\u2013510.<\/em><\/li>\n<li><em>Rose S., Engel D., Cramer N., Cowley W. Automatic Keyword Extraction from Individual Documents. Text Min. Appl. Theory. 2010. pp. 1\u201320.<\/em><\/li>\n<\/ol>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:e3a9005c --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:cb85e196 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:2d39b305 --><!-- vcwb\/dynamicElementComment:b0a292e9 --><\/p>\n<div class=\"vce-row-container\" data-vce-boxed-width=\"true\">\n<div class=\"vce-row vce-row--col-gap-30 vce-row-equal-height vce-row-content--top\" id=\"el-b0a292e9\" data-vce-do-apply=\"all el-b0a292e9\">\n<div class=\"vce-row-content\" data-vce-element-content=\"true\"><!-- vcwb\/dynamicElementComment:93026944 --><\/p>\n<div class=\"vce-col vce-col--md-auto vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-last vce-col--lg-last vce-col--xl-last vce-col--md-first vce-col--lg-first vce-col--xl-first\" id=\"el-93026944\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-93026944\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-93026944\"><!-- vcwb\/dynamicElementComment:beec196d --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-beec196d\" data-vce-do-apply=\"all el-beec196d\">\n<p><span style=\"font-size: 18.6667px;\"><b>Publication date<\/b><\/span><\/p>\n<p>2023-09-25<\/p>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:beec196d --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:93026944 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:b0a292e9 --><!-- vcwb\/dynamicElementComment:32e77d49 --><!-- \/vcwb\/dynamicElementComment:32e77d49 --><!--vcv no format--><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Authors &nbsp; &nbsp; Vanushkin A.S. \u2013 assistant of the department, Pskov State University, Pskov, Russia. &nbsp; &nbsp;Grashenko L.A. \u2013 junior researcher, Institute of Mathematics of the Academy of Sciences of the Republic of Tajikistan, Dushanbe, Tajikistan. Annotation &nbsp; &nbsp;The given article describes a software tool for exploring different aspects of extracting keywords from texts in natural languages. The researcher is provided with visual design and the text processing tract setting; calculation and visualization of efficiency indicators of a number of built-in graph algorithms. It is possible to expand the stand&hellip;<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[135],"tags":[245],"class_list":["post-2215","post","type-post","status-publish","format-standard","hentry","category-bulletin_of_pittu_2017","tag-bulletin-of-pittu-2017-1"],"acf":[],"featured_image_src":null,"author_info":{"display_name":"Ilhomjon Qodirov","author_link":"https:\/\/vestnik.polytech.tj\/?author=3"},"_links":{"self":[{"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/posts\/2215","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2215"}],"version-history":[{"count":3,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/posts\/2215\/revisions"}],"predecessor-version":[{"id":2218,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/posts\/2215\/revisions\/2218"}],"wp:attachment":[{"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2215"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2215"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2215"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}