Evolutionary Search for Stochastic Optimization with Binary Choice Relations Under Fuzzy Modeling | Journal of Computational and Cognitive Engineering

<!DOCTYPE html> <html lang="en" xml:lang="en"> <head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title> Evolutionary Search for Stochastic Optimization with Binary Choice Relations Under Fuzzy Modeling | Journal of Computational and Cognitive Engineering </title> <link rel="icon" href="https://ojs.bonviewpress.com/public/journals/4/favicon_en_US.png"> <meta name="generator" content="Open Journal Systems 3.4.0.7"> <meta name="gs_meta_revision" content="1.1"/> <meta name="citation_journal_title" content="Journal of Computational and Cognitive Engineering"/> <meta name="citation_journal_abbrev" content="JCCE"/> <meta name="citation_issn" content="2810-9503"/> <meta name="citation_author" content="Vyacheslav Irodov"/> <meta name="citation_author_institution" content="Department of Information Technology, Dnipro Technological University, Ukraine"/> <meta name="citation_author" content="Serhii Dubrovskyi"/> <meta name="citation_author_institution" content="Department of Information Technology, Dnipro Technological University, Ukraine"/> <meta name="citation_author" content="Kostiantin Dudkin"/> <meta name="citation_author_institution" content="Department of Information Technology, Dnipro Technological University, Ukraine"/> <meta name="citation_author" content="Dmytro Chirin"/> <meta name="citation_author_institution" content="Department of Information Technology, Dnipro Technological University, Ukraine"/> <meta name="citation_author" content="Yuliya Aldrich"/> <meta name="citation_author_institution" content="Department of Information Technology, Dnipro Technological University, Ukraine"/> <meta name="citation_title" content="Evolutionary Search for Stochastic Optimization with Binary Choice Relations Under Fuzzy Modeling"/> <meta name="citation_language" content="en"/> <meta name="citation_date" content="2024/11/22"/> <meta name="citation_volume" content="3"/> <meta name="citation_issue" content="4"/> <meta name="citation_firstpage" content="412"/> <meta name="citation_lastpage" content="420"/> <meta name="citation_doi" content="10.47852/bonviewJCCE42022658"/> <meta name="citation_abstract_html_url" content="https://ojs.bonviewpress.com/index.php/JCCE/article/view/2658"/> <meta name="citation_abstract" xml:lang="en" content="The article is devoted to presenting an approach to decision-making in fuzzy modeling of systems based on a limited number of experiments characterizing the system's behavior. An iterative algorithm is proposed for use, in which the functions of generation and selection of solutions with several branches of evolutionary search are successively implemented. The generation function is built, for the most part, regardless of the content of the task. The selection function is built using a selection procedure that is completely dependent on the problem to be solved. The resulting information is used to guide the search process, making it understandable for guided machine learning. The convergence of algorithms for finding optimal solutions in the presence of constraints in the form of inequalities and additional constraints in the form of binary relations is analyzed. The results of solving test problems of stochastic optimization are given. The described approach solves the problem of fuzzy modeling for decision-making based on a limited set of experimental data, which makes it possible to identify regularities and generalize them to evaluate the performance and accuracy of machine learning algorithms. Received: 21 February 2024 | Revised: 1 April 2024 | Accepted: 29 April 2024 Conflicts of Interest The authors declare that they have no conflicts of interest to this work. Data Availability Statement Data sharing is not applicable to this article as no new data were created or analyzed in this study. Author Contribution Statement Vyacheslav Irodov: Conceptualization, Methodology, Validation, Formal analysis, Investigation, Resources, Data curation, Writing – original draft, Writing – review &amp; editing. Serhii Dubrovskyi: Conceptualization, Methodology, Validation, Formal analysis, Investigation, Data curation, Writing – original draft, Writing – review &amp; editing. Kostiantin Dudkin: Validation, Investigation, Resources. Dmytro Chirin: Validation, Resources. Yuliya Aldrich: Validation, Formal analysis. "/> <meta name="citation_keywords" xml:lang="en" content="evolutionary search"/> <meta name="citation_keywords" xml:lang="en" content="stochastic optimization"/> <meta name="citation_keywords" xml:lang="en" content="binary choice ratios"/> <meta name="citation_keywords" xml:lang="en" content="engineering"/> <meta name="citation_keywords" xml:lang="en" content="machine learning"/> <meta name="citation_pdf_url" content="https://ojs.bonviewpress.com/index.php/JCCE/article/download/2658/966"/> <link rel="schema.DC" href="http://purl.org/dc/elements/1.1/" /> <meta name="DC.Creator.PersonalName" content="Vyacheslav Irodov"/> <meta name="DC.Creator.PersonalName" content="Serhii Dubrovskyi"/> <meta name="DC.Creator.PersonalName" content="Kostiantin Dudkin"/> <meta name="DC.Creator.PersonalName" content="Dmytro Chirin"/> <meta name="DC.Creator.PersonalName" content="Yuliya Aldrich"/> <meta name="DC.Date.created" scheme="ISO8601" content="2024-11-22"/> <meta name="DC.Date.dateSubmitted" scheme="ISO8601" content="2024-02-21"/> <meta name="DC.Date.issued" scheme="ISO8601" content="2024-11-22"/> <meta name="DC.Date.modified" scheme="ISO8601" content="2024-11-22"/> <meta name="DC.Description" xml:lang="en" content="The article is devoted to presenting an approach to decision-making in fuzzy modeling of systems based on a limited number of experiments characterizing the system's behavior. An iterative algorithm is proposed for use, in which the functions of generation and selection of solutions with several branches of evolutionary search are successively implemented. The generation function is built, for the most part, regardless of the content of the task. The selection function is built using a selection procedure that is completely dependent on the problem to be solved. The resulting information is used to guide the search process, making it understandable for guided machine learning. The convergence of algorithms for finding optimal solutions in the presence of constraints in the form of inequalities and additional constraints in the form of binary relations is analyzed. The results of solving test problems of stochastic optimization are given. The described approach solves the problem of fuzzy modeling for decision-making based on a limited set of experimental data, which makes it possible to identify regularities and generalize them to evaluate the performance and accuracy of machine learning algorithms. Received: 21 February 2024 | Revised: 1 April 2024 | Accepted: 29 April 2024 Conflicts of Interest The authors declare that they have no conflicts of interest to this work. Data Availability Statement Data sharing is not applicable to this article as no new data were created or analyzed in this study. Author Contribution Statement Vyacheslav Irodov: Conceptualization, Methodology, Validation, Formal analysis, Investigation, Resources, Data curation, Writing – original draft, Writing – review &amp; editing. Serhii Dubrovskyi: Conceptualization, Methodology, Validation, Formal analysis, Investigation, Data curation, Writing – original draft, Writing – review &amp; editing. Kostiantin Dudkin: Validation, Investigation, Resources. Dmytro Chirin: Validation, Resources. Yuliya Aldrich: Validation, Formal analysis. "/> <meta name="DC.Format" scheme="IMT" content="application/pdf"/> <meta name="DC.Identifier" content="2658"/> <meta name="DC.Identifier.pageNumber" content="412-420"/> <meta name="DC.Identifier.DOI" content="10.47852/bonviewJCCE42022658"/> <meta name="DC.Identifier.URI" content="https://ojs.bonviewpress.com/index.php/JCCE/article/view/2658"/> <meta name="DC.Language" scheme="ISO639-1" content="en"/> <meta name="DC.Rights" content="Copyright (c) 2024 Authors"/> <meta name="DC.Rights" content="https://creativecommons.org/licenses/by/4.0/"/> <meta name="DC.Source" content="Journal of Computational and Cognitive Engineering"/> <meta name="DC.Source.ISSN" content="2810-9503"/> <meta name="DC.Source.Issue" content="4"/> <meta name="DC.Source.Volume" content="3"/> <meta name="DC.Source.URI" content="https://ojs.bonviewpress.com/index.php/JCCE"/> <meta name="DC.Subject" xml:lang="en" content="evolutionary search"/> <meta name="DC.Subject" xml:lang="en" content="stochastic optimization"/> <meta name="DC.Subject" xml:lang="en" content="binary choice ratios"/> <meta name="DC.Subject" xml:lang="en" content="engineering"/> <meta name="DC.Subject" xml:lang="en" content="machine learning"/> <meta name="DC.Title" content="Evolutionary Search for Stochastic Optimization with Binary Choice Relations Under Fuzzy Modeling"/> <meta name="DC.Type" content="Text.Serial.Journal"/> <meta name="DC.Type.articleType" content="Research Articles"/> <link rel="stylesheet" href="https://ojs.bonviewpress.com/index.php/JCCE/$$$call$$$/page/page/css?name=stylesheet" type="text/css" /><link rel="stylesheet" href="https://ojs.bonviewpress.com/index.php/JCCE/$$$call$$$/page/page/css?name=font" type="text/css" /><link rel="stylesheet" href="https://ojs.bonviewpress.com/lib/pkp/styles/fontawesome/fontawesome.css?v=3.4.0.7" type="text/css" /><style type="text/css">.pkp_structure_head { background: center / cover no-repeat url("https://ojs.bonviewpress.com/public/journals/4/homepageImage_en_US.png");}</style><link rel="stylesheet" href="https://ojs.bonviewpress.com/plugins/generic/citations/css/citations.css?v=3.4.0.7" type="text/css" /><link rel="stylesheet" href="https://ojs.bonviewpress.com/plugins/generic/orcidProfile/css/orcidProfile.css?v=3.4.0.7" type="text/css" /><link rel="stylesheet" href="https://ojs.bonviewpress.com/plugins/generic/paperbuzz/paperbuzzviz/assets/css/paperbuzzviz.css?v=3.4.0.7" type="text/css" /><link rel="stylesheet" href="https://ojs.bonviewpress.com/public/journals/4/styleSheet.css?d=2023-02-03+10%3A29%3A10" type="text/css" /><link rel="stylesheet" href="https://ojs.bonviewpress.com/plugins/generic/citationStyleLanguage/css/citationStyleLanguagePlugin.css?v=3.4.0.7" type="text/css" /> </head> <body class="pkp_page_article pkp_op_view" dir="ltr"> <div class="pkp_structure_page"> <header class="pkp_structure_head" id="headerNavigationContainer" role="banner"> <nav class="cmp_skip_to_content" aria-label="Jump to content links"> <a href="#pkp_content_main">Skip to main content</a> <a href="#siteNav">Skip to main navigation menu</a> <a href="#pkp_content_footer">Skip to site footer</a> </nav> <div class="pkp_head_wrapper"> <div class="pkp_site_name_wrapper"> <button class="pkp_site_nav_toggle"> <span>Open Menu</span> </button> <div class="pkp_site_name"> <a href=" https://ojs.bonviewpress.com/index.php/JCCE/index " class="is_text">Journal of Computational and Cognitive Engineering</a> </div> </div> <nav class="pkp_site_nav_menu" aria-label="Site Navigation"> <a id="siteNav"></a> <div class="pkp_navigation_primary_row"> <div class="pkp_navigation_primary_wrapper"> <ul id="navigationPrimary" class="pkp_navigation_primary pkp_nav_list"> <li class=""> <a href="http://ojs.bonviewpress.com/index.php/JCCE/index"> HOME </a> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/about"> ABOUT </a> <ul> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/aims_and_scope"> Aims and Scope </a> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/JM"> Journal Metrics </a> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/indexing"> Indexing & Abstracting </a> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/about/privacy"> Privacy Statement </a> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/contact"> Contact Us </a> </li> </ul> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/browse"> BROWSE </a> <ul> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/issue/view/onlinefirst"> Online First </a> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/issue/current"> Current Issue </a> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/issue/archive"> All Issues </a> </li> </ul> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/contribute"> CONTRIBUTE </a> <ul> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/about/submissions"> Author Guidelines </a> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/OA"> Open Access </a> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/APC"> Article Processing Charge </a> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/peer_review_process"> Peer Review Process </a> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/pe"> Publishing Ethics </a> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/for_reviewers"> For Reviewers </a> </li> </ul> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/EBMembers"> EDITORIAL BOARD </a> </li> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/special_issues"> SPECIAL ISSUES </a> <ul> <li class=""> <a href="https://ojs.bonviewpress.com/index.php/JCCE/submittingproposal"> Submitting a Proposal </a> </li> </ul> </li> </ul> <div class="pkp_navigation_search_wrapper"> <a href="https://ojs.bonviewpress.com/index.php/index/search" class="pkp_search pkp_search_desktop"> <span class="fa fa-search" aria-hidden="true"></span> Search </a> </div> </div> </div> <div class="pkp_navigation_user_wrapper" id="navigationUserWrapper"> <ul id="navigationUser" class="pkp_navigation_user pkp_nav_list"> <li class="profile"> <a href="https://ojs.bonviewpress.com/index.php/JCCE/user/register"> Register </a> </li> <li class="profile"> <a href="https://ojs.bonviewpress.com/index.php/JCCE/browse"> BROWSE </a> </li> <li class="profile"> <a href="https://ojs.bonviewpress.com/index.php/JCCE/login"> Login </a> </li> </ul> </div> </nav> </div> </header> <div class="pkp_structure_content has_sidebar"> <div class="pkp_structure_main" role="main"> <a id="pkp_content_main"></a> <div class="page page_article"> <nav class="cmp_breadcrumbs" role="navigation" aria-label="You are here:"> <ol> <li> <a href="https://ojs.bonviewpress.com/index.php/JCCE/index"> Home </a> <span class="separator">/</span> </li> <li> <a href="https://ojs.bonviewpress.com/index.php/JCCE/issue/archive"> Archives </a> <span class="separator">/</span> </li> <li> <a href="https://ojs.bonviewpress.com/index.php/JCCE/issue/view/101"> Vol. 3 No. 4 (2024) </a> <span class="separator">/</span> </li> <li class="current" aria-current="page"> <span aria-current="page"> Research Articles </span> </li> </ol> </nav> <article class="obj_article_details"> <h1 class="page_title"> Evolutionary Search for Stochastic Optimization with Binary Choice Relations Under Fuzzy Modeling </h1> <div class="row"> <div class="main_entry"> <section class="item authors"> <h2 class="pkp_screen_reader">Authors</h2> <ul class="authors"> <li> <span class="name"> Vyacheslav Irodov </span> <span class="affiliation"> Department of Information Technology, Dnipro Technological University, Ukraine </span> <span class="orcid"> <svg class="orcid_icon" viewBox="0 0 256 256" aria-hidden="true"> <style type="text/css"> .st0{fill:#A6CE39;} .st1{fill:#FFFFFF;} </style> <path class="st0" d="M256,128c0,70.7-57.3,128-128,128C57.3,256,0,198.7,0,128C0,57.3,57.3,0,128,0C198.7,0,256,57.3,256,128z"/> <g> <path class="st1" d="M86.3,186.2H70.9V79.1h15.4v48.4V186.2z"/> <path class="st1" d="M108.9,79.1h41.6c39.6,0,57,28.3,57,53.6c0,27.5-21.5,53.6-56.8,53.6h-41.8V79.1z M124.3,172.4h24.5 c34.9,0,42.9-26.5,42.9-39.7c0-21.5-13.7-39.7-43.7-39.7h-23.7V172.4z"/> <path class="st1" d="M88.7,56.8c0,5.5-4.5,10.1-10.1,10.1c-5.6,0-10.1-4.6-10.1-10.1c0-5.6,4.5-10.1,10.1-10.1 C84.2,46.7,88.7,51.3,88.7,56.8z"/> </g> </svg> <a href="https://orcid.org/0000-0001-8772-9862" target="_blank"> https://orcid.org/0000-0001-8772-9862 </a> </span> </li> <li> <span class="name"> Serhii Dubrovskyi </span> <span class="affiliation"> Department of Information Technology, Dnipro Technological University, Ukraine </span> <span class="orcid"> <svg class="orcid_icon" viewBox="0 0 256 256" aria-hidden="true"> <style type="text/css"> .st0{fill:#A6CE39;} .st1{fill:#FFFFFF;} </style> <path class="st0" d="M256,128c0,70.7-57.3,128-128,128C57.3,256,0,198.7,0,128C0,57.3,57.3,0,128,0C198.7,0,256,57.3,256,128z"/> <g> <path class="st1" d="M86.3,186.2H70.9V79.1h15.4v48.4V186.2z"/> <path class="st1" d="M108.9,79.1h41.6c39.6,0,57,28.3,57,53.6c0,27.5-21.5,53.6-56.8,53.6h-41.8V79.1z M124.3,172.4h24.5 c34.9,0,42.9-26.5,42.9-39.7c0-21.5-13.7-39.7-43.7-39.7h-23.7V172.4z"/> <path class="st1" d="M88.7,56.8c0,5.5-4.5,10.1-10.1,10.1c-5.6,0-10.1-4.6-10.1-10.1c0-5.6,4.5-10.1,10.1-10.1 C84.2,46.7,88.7,51.3,88.7,56.8z"/> </g> </svg> <a href="https://orcid.org/0000-0001-6957-6620" target="_blank"> https://orcid.org/0000-0001-6957-6620 </a> </span> </li> <li> <span class="name"> Kostiantin Dudkin </span> <span class="affiliation"> Department of Information Technology, Dnipro Technological University, Ukraine </span> </li> <li> <span class="name"> Dmytro Chirin </span> <span class="affiliation"> Department of Information Technology, Dnipro Technological University, Ukraine </span> </li> <li> <span class="name"> Yuliya Aldrich </span> <span class="affiliation"> Department of Information Technology, Dnipro Technological University, Ukraine </span> </li> </ul> </section> <section class="item doi"> <h2 class="label"> DOI: </h2> <span class="value"> <a href="https://doi.org/10.47852/bonviewJCCE42022658"> https://doi.org/10.47852/bonviewJCCE42022658 </a> </span> </section> <section class="item keywords"> <h2 class="label"> Keywords: </h2> <span class="value"> evolutionary search, stochastic optimization, binary choice ratios, engineering, machine learning </span> </section> <section class="item abstract"> <h2 class="label">Abstract</h2> <p>The article is devoted to presenting an approach to decision-making in fuzzy modeling of systems based on a limited number of experiments characterizing the system's behavior. An iterative algorithm is proposed for use, in which the functions of generation and selection of solutions with several branches of evolutionary search are successively implemented. The generation function is built, for the most part, regardless of the content of the task. The selection function is built using a selection procedure that is completely dependent on the problem to be solved. The resulting information is used to guide the search process, making it understandable for guided machine learning. The convergence of algorithms for finding optimal solutions in the presence of constraints in the form of inequalities and additional constraints in the form of binary relations is analyzed. The results of solving test problems of stochastic optimization are given. The described approach solves the problem of fuzzy modeling for decision-making based on a limited set of experimental data, which makes it possible to identify regularities and generalize them to evaluate the performance and accuracy of machine learning algorithms.</p> <p> </p> <p><strong>Received</strong>: 21 February 2024 | <strong>Revised</strong>: 1 April 2024 | <strong>Accepted</strong>: 29 April 2024</p> <p> </p> <p><strong>Conflicts of Interest</strong></p> <p>The authors declare that they have no conflicts of interest to this work.</p> <p> </p> <p><strong>Data Availability Statement</strong></p> <p>Data sharing is not applicable to this article as no new data were created or analyzed in this study.</p> <p> </p> <p><strong>Author Contribution Statement</strong></p> <p><strong>Vyacheslav Irodov:</strong> Conceptualization, Methodology, Validation, Formal analysis, Investigation, Resources, Data curation, Writing – original draft, Writing – review & editing. <strong>Serhii Dubrovskyi:</strong> Conceptualization, Methodology, Validation, Formal analysis, Investigation, Data curation, Writing – original draft, Writing – review & editing. <strong>Kostiantin Dudkin:</strong> Validation, Investigation, Resources. <strong>Dmytro Chirin:</strong> Validation, Resources. <strong>Yuliya Aldrich:</strong> Validation, Formal analysis.</p> <p> </p> <p> </p> <p> </p> </section> <br /><div class="separator"></div><div class="item abstract" id="trendmd-suggestions"></div><script defer src='//js.trendmd.com/trendmd.min.js' data-trendmdconfig='{"website_id":"89267", "element":"#trendmd-suggestions"}'></script><div class="item downloads_chart"> <h3 class="label"> Metrics </h3> <div id="paperbuzz"><div id="loading">Metrics Loading ...</div></div> <script type="text/javascript"> window.onload = function () { var options = { paperbuzzStatsJson: JSON.parse('{\"altmetrics_sources\":[],\"crossref_event_data_url\":\"https:\\/\\/api.eventdata.crossref.org\\/v1\\/events?rows=1000&filter=from-collected-date:1990-01-01,until-collected-date:2099-01-01,obj-id:10.47852\\/bonviewjcce42022658\",\"doi\":\"10.47852\\/bonviewjcce42022658\",\"metadata\":{\"DOI\":\"10.47852\\/bonviewjcce42022658\",\"ISSN\":[\"2810-9503\"],\"URL\":\"http:\\/\\/dx.doi.org\\/10.47852\\/bonviewjcce42022658\",\"abstract\":\"<jats:p>The article is devoted to presenting an approach to decision-making in fuzzy modeling of systems based on a limited number of experiments characterizing the system\\u2019s behavior. An iterative algorithm is proposed for use, in which the functions of generation and selection of solutions with several branches of evolutionary search are successively implemented. The generation function is built, for the most part, regardless of the content of the task. The selection function is built using a selection procedure that is completely dependent on the problem to be solved. The resulting information is used to guide the search process, making it understandable for guided machine learning. The convergence of algorithms for finding optimal solutions in the presence of constraints in the form of inequalities and additional constraints in the form of binary relations is analyzed. The results of solving test problems of stochastic optimization are given. The described approach solves the problem of fuzzy modeling for decision-making based on a limited set of experimental data, which makes it possible to identify regularities and generalize them to evaluate the performance and accuracy of machine learning algorithms.<\\/jats:p>\",\"author\":[{\"ORCID\":\"http:\\/\\/orcid.org\\/0000-0001-8772-9862\",\"affiliation\":[],\"authenticated-orcid\":false,\"family\":\"Irodov\",\"given\":\"Vyacheslav\",\"sequence\":\"first\"},{\"ORCID\":\"http:\\/\\/orcid.org\\/0000-0001-6957-6620\",\"affiliation\":[],\"authenticated-orcid\":false,\"family\":\"Dubrovskyi\",\"given\":\"Serhii\",\"sequence\":\"additional\"},{\"affiliation\":[],\"family\":\"Dudkin\",\"given\":\"Kostiantin\",\"sequence\":\"additional\"},{\"affiliation\":[],\"family\":\"Chirin\",\"given\":\"Dmytro\",\"sequence\":\"additional\"},{\"affiliation\":[],\"family\":\"Aldrich\",\"given\":\"Yuliya\",\"sequence\":\"additional\"}],\"container-title\":\"Journal of Computational and Cognitive Engineering\",\"container-title-short\":\"JCCE\",\"content-domain\":{\"crossmark-restriction\":false,\"domain\":[]},\"created\":{\"date-parts\":[[2024,6,7]],\"date-time\":\"2024-06-07T02:03:43Z\",\"timestamp\":1717725823000},\"crossref_url\":\"https:\\/\\/api.crossref.org\\/works\\/10.47852\\/bonviewjcce42022658\\/transform\\/application\\/vnd.citationstyles.csl+json\",\"deposited\":{\"date-parts\":[[2024,6,7]],\"date-time\":\"2024-06-07T02:03:43Z\",\"timestamp\":1717725823000},\"indexed\":{\"date-parts\":[[2024,6,8]],\"date-time\":\"2024-06-08T00:36:13Z\",\"timestamp\":1717806973208},\"is-referenced-by-count\":0,\"issued\":{\"date-parts\":[[2024,5,8]]},\"member\":\"27601\",\"original-title\":[],\"prefix\":\"10.47852\",\"published\":{\"date-parts\":[[2024,5,8]]},\"published-online\":{\"date-parts\":[[2024,5,8]]},\"publisher\":\"BON VIEW PUBLISHING PTE\",\"reference-count\":0,\"references-count\":0,\"relation\":[],\"resource\":{\"primary\":{\"URL\":\"https:\\/\\/ojs.bonviewpress.com\\/index.php\\/JCCE\\/article\\/view\\/2658\"}},\"score\":1,\"short-title\":[],\"source\":\"Crossref\",\"subject\":[],\"subtitle\":[],\"title\":\"Evolutionary Search for Stochastic Optimization with Binary Choice Relations Under Fuzzy Modeling\",\"type\":\"journal-article\"},\"open_access\":{\"best_oa_location\":{\"endpoint_id\":null,\"evidence\":\"open (via page says license)\",\"host_type\":\"publisher\",\"is_best\":true,\"license\":\"cc-by\",\"oa_date\":\"2024-05-08\",\"pmh_id\":null,\"repository_institution\":null,\"updated\":\"2024-06-24T22:27:20.628967\",\"url\":\"https:\\/\\/ojs.bonviewpress.com\\/index.php\\/JCCE\\/article\\/download\\/2658\\/966\",\"url_for_landing_page\":\"https:\\/\\/doi.org\\/10.47852\\/bonviewjcce42022658\",\"url_for_pdf\":\"https:\\/\\/ojs.bonviewpress.com\\/index.php\\/JCCE\\/article\\/download\\/2658\\/966\",\"version\":\"publishedVersion\"},\"data_standard\":2,\"doi\":\"10.47852\\/bonviewjcce42022658\",\"doi_url\":\"https:\\/\\/doi.org\\/10.47852\\/bonviewjcce42022658\",\"first_oa_location\":{\"endpoint_id\":null,\"evidence\":\"open (via page says license)\",\"host_type\":\"publisher\",\"is_best\":true,\"license\":\"cc-by\",\"oa_date\":\"2024-05-08\",\"pmh_id\":null,\"repository_institution\":null,\"updated\":\"2024-06-24T22:27:20.628967\",\"url\":\"https:\\/\\/ojs.bonviewpress.com\\/index.php\\/JCCE\\/article\\/download\\/2658\\/966\",\"url_for_landing_page\":\"https:\\/\\/doi.org\\/10.47852\\/bonviewjcce42022658\",\"url_for_pdf\":\"https:\\/\\/ojs.bonviewpress.com\\/index.php\\/JCCE\\/article\\/download\\/2658\\/966\",\"version\":\"publishedVersion\"},\"genre\":\"journal-article\",\"has_repository_copy\":false,\"is_oa\":true,\"is_paratext\":false,\"journal_is_in_doaj\":false,\"journal_is_oa\":false,\"journal_issn_l\":\"2810-9570\",\"journal_issns\":\"2810-9503\",\"journal_name\":\"Journal of Computational and Cognitive Engineering\",\"oa_locations\":[{\"endpoint_id\":null,\"evidence\":\"open (via page says license)\",\"host_type\":\"publisher\",\"is_best\":true,\"license\":\"cc-by\",\"oa_date\":\"2024-05-08\",\"pmh_id\":null,\"repository_institution\":null,\"updated\":\"2024-06-24T22:27:20.628967\",\"url\":\"https:\\/\\/ojs.bonviewpress.com\\/index.php\\/JCCE\\/article\\/download\\/2658\\/966\",\"url_for_landing_page\":\"https:\\/\\/doi.org\\/10.47852\\/bonviewjcce42022658\",\"url_for_pdf\":\"https:\\/\\/ojs.bonviewpress.com\\/index.php\\/JCCE\\/article\\/download\\/2658\\/966\",\"version\":\"publishedVersion\"}],\"oa_locations_embargoed\":[],\"oa_status\":\"hybrid\",\"oadoi_url\":\"https:\\/\\/api.oadoi.org\\/v2\\/10.47852\\/bonviewjcce42022658\",\"published_date\":\"2024-05-08\",\"publisher\":\"BON VIEW PUBLISHING PTE\",\"title\":\"Evolutionary Search for Stochastic Optimization with Binary Choice Relations Under Fuzzy Modeling\",\"updated\":\"2024-06-24T22:27:34.071279\",\"year\":2024,\"z_authors\":[{\"ORCID\":\"http:\\/\\/orcid.org\\/0000-0001-8772-9862\",\"authenticated-orcid\":false,\"family\":\"Irodov\",\"given\":\"Vyacheslav\",\"sequence\":\"first\"},{\"ORCID\":\"http:\\/\\/orcid.org\\/0000-0001-6957-6620\",\"authenticated-orcid\":false,\"family\":\"Dubrovskyi\",\"given\":\"Serhii\",\"sequence\":\"additional\"},{\"family\":\"Dudkin\",\"given\":\"Kostiantin\",\"sequence\":\"additional\"},{\"family\":\"Chirin\",\"given\":\"Dmytro\",\"sequence\":\"additional\"},{\"family\":\"Aldrich\",\"given\":\"Yuliya\",\"sequence\":\"additional\"}]}}'), minItemsToShowGraph: { minEventsForYearly: 10, minEventsForMonthly: 10, minEventsForDaily: 6, minYearsForYearly: 3, minMonthsForMonthly: 2, minDaysForDaily: 1 //first 30 days only }, graphheight: 150, graphwidth: 300, showTitle: false, showMini: false, published_date: [2024, 11, 22], } var paperbuzzviz = undefined; paperbuzzviz = new PaperbuzzViz(options); paperbuzzviz.initViz(); } </script> </div> </div> <div class="entry_details"> <div class="item cover_image"> <div class="sub_item"> <a href="https://ojs.bonviewpress.com/index.php/JCCE/issue/view/101"> <img src="https://ojs.bonviewpress.com/public/journals/4/cover_issue_101_en.jpg" alt=""> </a> </div> </div> <div class="item galleys"> <h2 class="pkp_screen_reader"> Downloads </h2> <ul class="value galleys_links"> <li> <a class="obj_galley_link pdf" href="https://ojs.bonviewpress.com/index.php/JCCE/article/view/2658/966"> PDF </a> </li> </ul> </div> <div class="item published"> <section class="sub_item"> <h2 class="label"> Published </h2> <div class="value"> <span>2024-11-22</span> </div> </section> </div> <div class="item issue"> <section class="sub_item"> <h2 class="label"> Issue </h2> <div class="value"> <a class="title" href="https://ojs.bonviewpress.com/index.php/JCCE/issue/view/101"> Vol. 3 No. 4 (2024) </a> </div> </section> <section class="sub_item"> <h2 class="label"> Section </h2> <div class="value"> Research Articles </div> </section> </div> <div class="item copyright"> <h2 class="label"> License </h2> <p>Copyright (c) 2024 Authors</p> <a rel="license" href="https://creativecommons.org/licenses/by/4.0/"><img alt="Creative Commons License" src="//i.creativecommons.org/l/by/4.0/88x31.png" /></a><p>This work is licensed under a <a rel="license" href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</a>.</p> </div> <div class="item citation"> <section class="sub_item citation_display"> <h2 class="label"> How to Cite </h2> <div class="value"> <div id="citationOutput" role="region" aria-live="polite"> <div class="csl-bib-body"> <div class="csl-entry">Irodov, V., Dubrovskyi, S., Dudkin, K. ., Chirin, D. ., & Aldrich, Y. . (2024). Evolutionary Search for Stochastic Optimization with Binary Choice Relations Under Fuzzy Modeling. <i>Journal of Computational and Cognitive Engineering</i>, <i>3</i>(4), 412-420. <a href="https://doi.org/10.47852/bonviewJCCE42022658">https://doi.org/10.47852/bonviewJCCE42022658</a></div> </div> </div> <div class="citation_formats"> <button class="citation_formats_button label" aria-controls="cslCitationFormats" aria-expanded="false" data-csl-dropdown="true"> More Citation Formats </button> <div id="cslCitationFormats" class="citation_formats_list" aria-hidden="true"> <ul class="citation_formats_styles"> <li> <a aria-controls="citationOutput" href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/acm-sig-proceedings?submissionId=2658&publicationId=3833&issueId=101" data-load-citation data-json-href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/acm-sig-proceedings?submissionId=2658&publicationId=3833&issueId=101&return=json" > ACM </a> </li> <li> <a aria-controls="citationOutput" href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/acs-nano?submissionId=2658&publicationId=3833&issueId=101" data-load-citation data-json-href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/acs-nano?submissionId=2658&publicationId=3833&issueId=101&return=json" > ACS </a> </li> <li> <a aria-controls="citationOutput" href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/apa?submissionId=2658&publicationId=3833&issueId=101" data-load-citation data-json-href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/apa?submissionId=2658&publicationId=3833&issueId=101&return=json" > APA </a> </li> <li> <a aria-controls="citationOutput" href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/associacao-brasileira-de-normas-tecnicas?submissionId=2658&publicationId=3833&issueId=101" data-load-citation data-json-href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/associacao-brasileira-de-normas-tecnicas?submissionId=2658&publicationId=3833&issueId=101&return=json" > ABNT </a> </li> <li> <a aria-controls="citationOutput" href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/chicago-author-date?submissionId=2658&publicationId=3833&issueId=101" data-load-citation data-json-href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/chicago-author-date?submissionId=2658&publicationId=3833&issueId=101&return=json" > Chicago </a> </li> <li> <a aria-controls="citationOutput" href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/harvard-cite-them-right?submissionId=2658&publicationId=3833&issueId=101" data-load-citation data-json-href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/harvard-cite-them-right?submissionId=2658&publicationId=3833&issueId=101&return=json" > Harvard </a> </li> <li> <a aria-controls="citationOutput" href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/ieee?submissionId=2658&publicationId=3833&issueId=101" data-load-citation data-json-href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/ieee?submissionId=2658&publicationId=3833&issueId=101&return=json" > IEEE </a> </li> <li> <a aria-controls="citationOutput" href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/modern-language-association?submissionId=2658&publicationId=3833&issueId=101" data-load-citation data-json-href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/modern-language-association?submissionId=2658&publicationId=3833&issueId=101&return=json" > MLA </a> </li> <li> <a aria-controls="citationOutput" href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/turabian-fullnote-bibliography?submissionId=2658&publicationId=3833&issueId=101" data-load-citation data-json-href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/turabian-fullnote-bibliography?submissionId=2658&publicationId=3833&issueId=101&return=json" > Turabian </a> </li> <li> <a aria-controls="citationOutput" href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/vancouver?submissionId=2658&publicationId=3833&issueId=101" data-load-citation data-json-href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/vancouver?submissionId=2658&publicationId=3833&issueId=101&return=json" > Vancouver </a> </li> <li> <a aria-controls="citationOutput" href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/ama?submissionId=2658&publicationId=3833&issueId=101" data-load-citation data-json-href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/get/ama?submissionId=2658&publicationId=3833&issueId=101&return=json" > AMA </a> </li> </ul> <div class="label"> Download Citation </div> <ul class="citation_formats_styles"> <li> <a href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/download/ris?submissionId=2658&publicationId=3833&issueId=101"> <span class="fa fa-download"></span> Endnote/Zotero/Mendeley (RIS) </a> </li> <li> <a href="https://ojs.bonviewpress.com/index.php/JCCE/citationstylelanguage/download/bibtex?submissionId=2658&publicationId=3833&issueId=101"> <span class="fa fa-download"></span> BibTeX </a> </li> </ul> </div> </div> </div> </section> </div> <div class="item addthis"> <div class="value">  <div class="addthis_toolbox addthis_default_style addthis_32x32_style"> <a class="addthis_button_preferred_1"></a> <a class="addthis_button_preferred_2"></a> <a class="addthis_button_preferred_3"></a> <a class="addthis_button_preferred_4"></a> <a class="addthis_button_compact"></a> <a class="addthis_counter addthis_bubble_style"></a> </div> <script type="text/javascript" src="//s7.addthis.com/js/250/addthis_widget.js#pubid="></script>  </div> </div> <div id="citation-plugin" class="item citations-container" data-citations-url="https://ojs.bonviewpress.com/index.php/JCCE/citations/get?doi=10.47852%2FbonviewJCCE42022658" data-img-url="https://ojs.bonviewpress.com/plugins/generic/citations/images/"> <div id="citations-loader"></div> <div class="citations-count"> <div class="citations-count-crossref"> <img class="img-fluid" src="https://ojs.bonviewpress.com/plugins/generic/citations/images/crossref.png" alt="Crossref"/> <div class="badge_total"></div> </div> <div class="citations-count-scopus"> <img src="https://ojs.bonviewpress.com/plugins/generic/citations/images/scopus.png" alt="Scopus"/> <br/> <span class="badge_total"></span> </div> <div class="citations-count-google"> <a href="https://scholar.google.com/scholar?q=10.47852/bonviewJCCE42022658" target="_blank" rel="noreferrer"> <img src="https://ojs.bonviewpress.com/plugins/generic/citations/images/scholar.png" alt="Google Scholar"/> </a> </div> <div class="citations-count-europepmc"> <a href="https://europepmc.org/search?scope=fulltext&query=10.47852/bonviewJCCE42022658" target="_blank" rel="noreferrer"> <img src="https://ojs.bonviewpress.com/plugins/generic/citations/images/pmc.png" alt="Europe PMC"/> <br/> <span class="badge_total"></span> </a> </div> </div> <div class="citations-list"> <div class="cite-itm cite-prototype" style="display: none"> <img class="cite-img img-fluid" src="" alt=""> <div> <span class="cite-author"></span> <span class="cite-date"></span> </div> <div> <span class="cite-title"></span> <span class="cite-info"></span> </div> <div class="cite-doi"></div> </div> </div> <style> .citations-container { overflow-y: auto; overflow-x: hidden; max-height: 300px; } </style> </div> </div> </div> </article> </div> </div> <div class="pkp_structure_sidebar left" role="complementary"> <div class="pkp_block block_custom" id="customblock-right_links"> <h2 class="title">Journal Information</h2> <div class="content"> <div class="journalcard__metrics border"> <div class="journalcard__metrics border"><span class="sc-hwwEjo cdchLr"><strong>Editor-in-Chief:</strong> <span class=" jgG6ef">Harish Garg</span></span></div> <div class="journalcard__metrics border"><span class="sc-hwwEjo cdchLr">Thapar Institute of Engineering and Technology, India</span></div> <div class="journalcard__metrics border"><span class="sc-hwwEjo cdchLr"><strong>Frequency: </strong>Quarterly</span></div> <div class="journalcard__metrics border"><span class="sc-hwwEjo cdchLr"><strong>Submission to First Decision: </strong>21 days<br><strong>Submission to Acceptance:</strong> <span class="sc-kPVwWT hZDpyF">95 days</span><br><strong>Accept to Publish:</strong> <span class="sc-kPVwWT hZDpyF">15 days</span></span></div> <div class="journalcard__metrics border"><span class="sc-kPVwWT hZDpyF"><span class="sc-hwwEjo cdchLr"><strong>Acceptance Rate: </strong>21%</span></span></div> <div class="journalcard__metrics border"><span class="sc-kPVwWT hZDpyF"><span class="sc-hwwEjo cdchLr"><strong>eISSN:</strong> 2810-9503</span></span></div> <div class="journalcard__metrics border"><span class="sc-kPVwWT hZDpyF"><span class="sc-hwwEjo cdchLr"><strong>pISSN:</strong> 2810-9570  </span></span></div> </div> <div class="journalcard__metrics border"> <p class="journalcard__metrics border">© 2024  Bon View Publishing Pte Ltd.</p> </div> </div> </div> <div class="pkp_block block_make_submission"> <h2 class="pkp_screen_reader"> Make a Submission </h2> <div class="content"> <a class="block_make_submission_link" href="https://ojs.bonviewpress.com/index.php/JCCE/about/submissions"> Make a Submission </a> </div> </div> <style type="text/css"> .block_announcements_article:not(:last-child) { padding-bottom: 1.5em; border-bottom: 1px solid; } .block_announcements_article { text-align: left; } .block_announcements #show-all{ font-style: italic; } </style> <div class="pkp_block block_announcements"> <h2 class="title">Announcements</h2> <div class="content"> <article class="block_announcements_article"> <h3 class="block_announcements_article_headline"> <a href="https://ojs.bonviewpress.com/index.php/JCCE/announcement/view/81"> First CiteScore Released: 13.5 </a> </h3> <time class="block_announcements_article_date" datetime="2024-06-06"> <strong>June 6, 2024</strong> </time> <div class="block_announcements_article_content"> <p>We are delighted to announce that the CiteScore 2023 for the <em>Journal of Computational and Cognitive Engineering</em> is <strong>13.5</strong>, which ranks it 9 out of 204 journals in the Engineering (miscellaneous) category and 53 out of 817 journals in the Computer Science Applications category.<br><br>This achievement reflects the dedication and hard work of our editorial team, authors, and reviewers. We are immensely grateful for the valuable contributions and unwavering support from our community. This milestone not only highlights the quality of research we publish but also sets a higher standard for our future endeavors.<br><br>Thank you to everyone who has been a part of this journey. We look forward to continuing to provide cutting-edge research and making significant impacts in our field.</p> </div> </article> <article class="block_announcements_article"> <h3 class="block_announcements_article_headline"> <a href="https://ojs.bonviewpress.com/index.php/JCCE/announcement/view/79"> JCCE Published Volume 3, Issue 2 on May 21, 2024 </a> </h3> <time class="block_announcements_article_date" datetime="2024-05-21"> <strong>May 21, 2024</strong> </time> <div class="block_announcements_article_content"> <p>We are excited to announce that <em><strong>Journal of Computational and Cognitive Engineering (JCCE) </strong></em>published Volume 3 Issue 2 on May 21, 2024.</p> </div> </article> <article class="block_announcements_article"> <h3 class="block_announcements_article_headline"> <a href="https://ojs.bonviewpress.com/index.php/JCCE/announcement/view/71"> STM Membership Announcement </a> </h3> <time class="block_announcements_article_date" datetime="2024-04-24"> <strong>April 24, 2024</strong> </time> <div class="block_announcements_article_content"> <p>Bon View Publishing Pte. Ltd. proudly announces its membership in the esteemed <a href="https://www.stm-assoc.org/"><u>International Association of Scientific, Technical and Medical Publishers(STM)</u></a>, effective 2024. This collaboration marks a significant milestone in advancing global knowledge exchange and promoting cutting-edge research.</p> </div> </article> <a id="show-all" href="https://ojs.bonviewpress.com/index.php/JCCE/announcement">Show all announcements ...</a> </div> </div> <div class="pkp_block block_keyword_cloud"> <h2 class="title">Keywords</h2> <div class="content" id='wordcloud'></div> <script> function randomColor() { var cores = ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf']; return cores[Math.floor(Math.random()*cores.length)]; } document.addEventListener("DOMContentLoaded", function() { var keywords = [{"text":"sit-yolov9","size":1},{"text":"sitbehaviors dataset","size":1},{"text":"home environment","size":1},{"text":"learning behavior recognition","size":1},{"text":"image enhancement","size":1},{"text":"stealth protocols","size":1},{"text":"obfsproxy","size":1},{"text":"shadowsocks","size":1},{"text":"wireguard","size":1},{"text":" vpns","size":1},{"text":"internet service providers","size":1},{"text":"proxying strategies","size":1},{"text":"fire-vit","size":1},{"text":"tunnel fire dataset","size":1},{"text":" tunnel fire detection","size":1},{"text":"fire alarm","size":1},{"text":"visual transformer","size":1},{"text":"e-commerce","size":1},{"text":" recurrent neural network (rnn)","size":1},{"text":"authorship","size":1},{"text":"suspicion","size":1},{"text":"spam indicators","size":1},{"text":"artificial intelligence (ai)","size":1},{"text":"machine learning (ml)","size":1},{"text":"healthcare","size":1},{"text":"patient record","size":1},{"text":"clinical applications","size":1},{"text":"ethical considerations,","size":1},{"text":"explainable ai (xai)","size":1},{"text":"xgboost","size":1},{"text":"whale optimization algorithm (woa)","size":1},{"text":"anomalies detection","size":1},{"text":"manufacturing","size":1},{"text":"industry 4.0","size":1},{"text":"digital transformation","size":1},{"text":"corporate esg performance","size":1},{"text":" green technology innovation","size":1},{"text":"corporate social responsibility","size":1},{"text":" corporate internal control","size":1},{"text":"esg development","size":1},{"text":"soft computing","size":1},{"text":"human-centric solutions","size":1},{"text":"challenges","size":1},{"text":"artificial intelligence","size":1},{"text":"fuzzy logic","size":1},{"text":"image moments","size":1},{"text":"polar harmonic transform (pht)","size":1},{"text":"topological data analysis","size":1},{"text":" image reconstruction","size":1},{"text":"diversity and serendipity preference","size":1}]; var totalWeight = 0; var blockWidth = 300; var blockHeight = 200; var transitionDuration = 200; var length_keywords = keywords.length; var layout = d3.layout.cloud(); layout.size([blockWidth, blockHeight]) .words(keywords) .fontSize(function(d) { return fontSize(+d.size); }) .on('end', draw); var svg = d3.select("#wordcloud").append("svg") .attr("viewBox", "0 0 " + blockWidth + " " + blockHeight) .attr("width", '100%'); function update() { var words = layout.words(); fontSize = d3.scaleLinear().range([16, 34]); if (words.length) { fontSize.domain([+words[words.length - 1].size || 1, +words[0].size]); } } keywords.forEach(function(item,index){totalWeight += item.size;}); update(); function draw(words, bounds) { var width = layout.size()[0], height = layout.size()[1]; scaling = bounds ? Math.min( width / Math.abs(bounds[1].x - width / 2), width / Math.abs(bounds[0].x - width / 2), height / Math.abs(bounds[1].y - height / 2), height / Math.abs(bounds[0].y - height / 2), ) / 2 : 1; svg .append("g") .attr( "transform", "translate(" + [width >> 1, height >> 1] + ")scale(" + scaling + ")", ) .selectAll("text") .data(words) .enter().append("text") .style("font-size", function(d) { return d.size + "px"; }) .style("font-family", 'serif') .style("fill", randomColor) .style('cursor', 'pointer') .style('opacity', 0.7) .attr('class', 'keyword') .attr("text-anchor", "middle") .attr("transform", function(d) { return "translate(" + [d.x, d.y] + ")rotate(" + d.rotate + ")"; }) .text(function(d) { return d.text; }) .on("click", function(d, i){ window.location = "https://ojs.bonviewpress.com/index.php/index/search?query=QUERY_SLUG".replace(/QUERY_SLUG/, encodeURIComponent(''+d.text+'')); }) .on("mouseover", function(d, i) { d3.select(this).transition() .duration(transitionDuration) .style('font-size',function(d) { return (d.size + 3) + "px"; }) .style('opacity', 1); }) .on("mouseout", function(d, i) { d3.select(this).transition() .duration(transitionDuration) .style('font-size',function(d) { return d.size + "px"; }) .style('opacity', 0.7); }) .on('resize', function() { update() }); } layout.start(); }); </script> </div> <div class="pkp_block block_developed_by"> <div class="content"> <span class="title">Most Read</span> <ul class="most_read"> <li class="most_read_article"> <div class="most_read_article_title"><a href="https://ojs.bonviewpress.com/index.php/JCCE/article/view/174">Implementation of Artificial Intelligence in Agriculture</a></div> <div class="most_read_article_journal"><span class="fa fa-eye"></span> 3131</div> </li> <li class="most_read_article"> <div class="most_read_article_title"><a href="https://ojs.bonviewpress.com/index.php/JCCE/article/view/838">Comparing BERT Against Traditional Machine Learning Models in Text Classification</a></div> <div class="most_read_article_journal"><span class="fa fa-eye"></span> 1469</div> </li> <li class="most_read_article"> <div class="most_read_article_title"><a href="https://ojs.bonviewpress.com/index.php/JCCE/article/view/245">A Systematic Review on Intelligent Transport Systems</a></div> <div class="most_read_article_journal"><span class="fa fa-eye"></span> 1158</div> </li> <li class="most_read_article"> <div class="most_read_article_title"><a href="https://ojs.bonviewpress.com/index.php/JCCE/article/view/192">Spam Detection Using Bidirectional Transformers and Machine Learning Classifier Algorithms</a></div> <div class="most_read_article_journal"><span class="fa fa-eye"></span> 1101</div> </li> <li class="most_read_article"> <div class="most_read_article_title"><a href="https://ojs.bonviewpress.com/index.php/JCCE/article/view/270">Machine Learning-Based Intrusion Detection System: An Experimental Comparison</a></div> <div class="most_read_article_journal"><span class="fa fa-eye"></span> 1035</div> </li> </ul> </div> </div> </div> </div> <div class="pkp_structure_footer_wrapper" role="contentinfo"> <a id="pkp_content_footer"></a> <div class="pkp_structure_footer"> <div class="pkp_footer_content"> <p> <a href="http://creativecommons.org/licenses/by/4.0/"><img src="https://ojs.bonviewpress.com/public/site/images/admin/88x31.png" alt="" width="88" height="31" /></a>All site content, except where otherwise noted, is licensed under a <a href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</a>.</p> <p>pISSN 2810-9570, eISSN 2810-9503 | Published by <a href="http://www.bonviewpress.com/">Bon View Publishing Pte Ltd.</a></p> <p><strong>Member of</strong></p> <p><img style="width: 900px; height: 70px;" src="https://bonview.oss-ap-southeast-1.aliyuncs.com/resource/ojs-logo-quanji.png" /> </p> </div> <div class="pkp_brand_footer"> <a href="https://ojs.bonviewpress.com/index.php/JCCE/about/aboutThisPublishingSystem"> <img alt="More information about the publishing system, Platform and Workflow by OJS/PKP." src="https://ojs.bonviewpress.com/templates/images/ojs_brand.png"> </a> </div> </div> </div> </div> <script src="https://ojs.bonviewpress.com/lib/pkp/lib/vendor/components/jquery/jquery.min.js?v=3.4.0.7" type="text/javascript"></script><script src="https://ojs.bonviewpress.com/lib/pkp/lib/vendor/components/jqueryui/jquery-ui.min.js?v=3.4.0.7" type="text/javascript"></script><script src="https://ojs.bonviewpress.com/plugins/themes/default/js/lib/popper/popper.js?v=3.4.0.7" type="text/javascript"></script><script src="https://ojs.bonviewpress.com/plugins/themes/default/js/lib/bootstrap/util.js?v=3.4.0.7" type="text/javascript"></script><script src="https://ojs.bonviewpress.com/plugins/themes/default/js/lib/bootstrap/dropdown.js?v=3.4.0.7" type="text/javascript"></script><script src="https://ojs.bonviewpress.com/plugins/themes/default/js/main.js?v=3.4.0.7" type="text/javascript"></script><script src="https://ojs.bonviewpress.com/plugins/generic/citationStyleLanguage/js/articleCitation.js?v=3.4.0.7" type="text/javascript"></script><script src="https://d3js.org/d3.v4.js?v=3.4.0.7" type="text/javascript"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/d3-tip/0.9.1/d3-tip.min.js?v=3.4.0.7" type="text/javascript"></script><script src="https://ojs.bonviewpress.com/plugins/generic/paperbuzz/paperbuzzviz/paperbuzzviz.js?v=3.4.0.7" type="text/javascript"></script><script src="https://ojs.bonviewpress.com/plugins/generic/citations/js/citations.js?v=3.4.0.7" type="text/javascript"></script><script src="https://cdn.jsdelivr.net/gh/holtzy/D3-graph-gallery@master/LIB/d3.layout.cloud.js?v=3.4.0.7" type="text/javascript"></script><script type="text/javascript"> (function (w, d, s, l, i) { w[l] = w[l] || []; var f = d.getElementsByTagName(s)[0], j = d.createElement(s), dl = l != 'dataLayer' ? '&l=' + l : ''; j.async = true; j.src = 'https://www.googletagmanager.com/gtag/js?id=' + i + dl; f.parentNode.insertBefore(j, f); function gtag(){dataLayer.push(arguments)}; gtag('js', new Date()); gtag('config', i); }) (window, document, 'script', 'dataLayer', 'UA-284252596-1'); </script> </body> </html>

CINXE.COM

Evolutionary Search for Stochastic Optimization with Binary Choice Relations Under Fuzzy Modeling | Journal of Computational and Cognitive Engineering