{"id":640,"date":"2018-06-20T13:19:26","date_gmt":"2018-06-20T18:19:26","guid":{"rendered":"http:\/\/www.uv.mx\/personal\/aguerra\/?p=640"},"modified":"2018-06-20T13:24:06","modified_gmt":"2018-06-20T18:24:06","slug":"nuevo-articulo-kais","status":"publish","type":"post","link":"https:\/\/www.uv.mx\/personal\/aguerra\/2018\/06\/20\/nuevo-articulo-kais\/","title":{"rendered":"Nuevo art\u00edculo KAIS"},"content":{"rendered":"<p>X. Lim\u00f3n, <strong>A. Guerra-Hern\u00e1ndez<\/strong>, N. Cruz-Ram\u00edrez, F. Grimaldo.\u00a0<strong><span style=\"color: #005baa\">Modeling and implementing distributed data mining strategies in JaCa-DDM.<\/span>\u00a0<\/strong>Knowledge and Information Systems\u00a0\u00a0(2018). ISSN: 0239-3116\u00a0<strong>|\u00a0<a href=\"https:\/\/link.springer.com\/article\/10.1007%2Fs10115-018-1222-x#citeas\" target=\"_blank\" rel=\"noopener\">KAIS<\/a><\/strong><\/p>\n<p><span style=\"color: #000000\"><strong>Abstract.<\/strong> This work introduces JaCa-DDM, a novel distributed data mining system founded on the agents and artifacts paradigm, conceived to design, implement, deploy, and evaluate learning strategies. Jason rational agents conform to such strategies to cope with distributed computing environments, where CArtAgO artifacts encapsulate learning algorithms, data sources, evaluation tools, and other services implemented in Weka for data mining tasks. The set of strategies presented in this paper aims at encouraging the use of JaCa-DDM to develop new ones, suited to different needs. For this, our system provides tools to evaluate the resulting models in terms of accuracy, number of instances employed to learn, time of convergence, and volume of communications. Although the emphasis in decision trees, JaCa-DDM can be easily extended by adopting new artifacts, e.g., for meta-learning. The main contributions of the paper are as follows: (i) From the multi-agent systems perspective, our approach illustrates how to exploit the so-called \u201cagenti\ufb01cation\u201d of Weka for the sake of code reusability, while preserving the bene\ufb01ts of reasoning at the Belief\u2013Desire\u2013Intention level with Jason; (ii) from the data mining perspective, JaCa-DDM is promoted as an extensible tool to de\ufb01ne and test distributed strategies; and (iii) a set of strategies including centralizing, meta-learning and Windowing-based approaches, is carefully analyzed to provide comparisons among them.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>X. Lim\u00f3n, A. Guerra-Hern\u00e1ndez, N. Cruz-Ram\u00edrez, F. Grimaldo.\u00a0Modeling and implementing distributed data mining strategies in JaCa-DDM.\u00a0Knowledge and Information Systems\u00a0\u00a0(2018). ISSN: 0239-3116\u00a0|\u00a0KAIS Abstract. This work introduces JaCa-DDM, a novel distributed data mining system founded on the agents and artifacts paradigm, conceived to design, implement, deploy, and evaluate learning strategies. Jason rational agents conform to such strategies&#8230;<\/p>\n","protected":false},"author":1701,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-640","post","type-post","status-publish","format-standard","hentry","category-miblog"],"_links":{"self":[{"href":"https:\/\/www.uv.mx\/personal\/aguerra\/wp-json\/wp\/v2\/posts\/640","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.uv.mx\/personal\/aguerra\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.uv.mx\/personal\/aguerra\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.uv.mx\/personal\/aguerra\/wp-json\/wp\/v2\/users\/1701"}],"replies":[{"embeddable":true,"href":"https:\/\/www.uv.mx\/personal\/aguerra\/wp-json\/wp\/v2\/comments?post=640"}],"version-history":[{"count":0,"href":"https:\/\/www.uv.mx\/personal\/aguerra\/wp-json\/wp\/v2\/posts\/640\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.uv.mx\/personal\/aguerra\/wp-json\/wp\/v2\/media?parent=640"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.uv.mx\/personal\/aguerra\/wp-json\/wp\/v2\/categories?post=640"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.uv.mx\/personal\/aguerra\/wp-json\/wp\/v2\/tags?post=640"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}