{"id":5441,"date":"2013-04-23T17:14:58","date_gmt":"2013-04-23T16:14:58","guid":{"rendered":"http:\/\/dbdmg.polito.it\/wordpress\/?page_id=5441"},"modified":"2016-03-20T12:04:01","modified_gmt":"2016-03-20T11:04:01","slug":"big-data-and-cloud-based-data-mining","status":"publish","type":"page","link":"https:\/\/dbdmg.polito.it\/wordpress\/big-data-and-cloud-based-data-mining\/","title":{"rendered":"Big data and cloud-based data mining"},"content":{"rendered":"<h3>Big data and cloud-based data mining<\/h3>\n<h4>Tutors<\/h4>\n<p><a href=\"https:\/\/dbdmg.polito.it\/wordpress\/people\/paolo-garza\/\">Paolo Garza<\/a>, <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/people\/tania-cerquitelli\/\">Tania Cerquitelli<\/a><\/p>\n<h4>Description<\/h4>\n<p>Large volumes of data are being produced by\u00a0various next generation applications. \u00a0<strong>Internet Traffic<\/strong> data, <strong>Online Social Network <\/strong>data and Satellite data (e.g., the Copernicus EMS data) are only some few example of <strong>Big data<\/strong> sources.\u00a0The automatic extraction of knowledge and the analysis of such huge data volume\u00a0is a challenging task. However, standard in-core or in-memory data mining algorithm are not able to process that amount of data, indeed new approaches and programming paradigm are necessary.<\/p>\n<p>Currently, cloud-based approaches are considered valid solution to Big data process.<\/p>\n<h4><strong>Objectives<\/strong><\/h4>\n<ul>\n<li><span style=\"line-height: 13px;\">Study cloud-based approaches over the <strong>HADOOP<\/strong>\u00a0and <strong>SPARK<\/strong> framework<\/span><\/li>\n<li>Design and implement novel cloud-based data mining algorithm\n<ul>\n<li><strong>HADOOP<\/strong> framework<\/li>\n<li><strong>SPARK<\/strong> framework<\/li>\n<li><strong>MapReduce<\/strong> paradigm<\/li>\n<\/ul>\n<\/li>\n<li>Design and develop analysis module based on <strong>HADOOP and SPARK Ecosystem<\/strong><\/li>\n<\/ul>\n<h4>\u00a0Required skills<\/h4>\n<ul>\n<li>Very good programming skills (especially Java and\/or Python)<\/li>\n<li>Basic knowledge of Data Mining and Machine Learning<\/li>\n<\/ul>\n<h4><strong>Application<\/strong><\/h4>\n<ul>\n<li>Emergency management systems\n<ul>\n<li><strong>European Project<\/strong><em><strong> I-REACT<\/strong><\/em>: Improving Resilience to Emergencies through Advanced Cyber Technologies<\/li>\n<\/ul>\n<\/li>\n<li>Internet Traffic Data analysis\n<ul>\n<li><strong>European Project<\/strong><em><strong> ONTIC<\/strong><\/em>:\u00a0Online Network TraffIc Characterization<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2013\/04\/ontic_logo_terminado_115.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-7725 aligncenter\" src=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2013\/04\/ontic_logo_terminado_115.png\" alt=\"ontic_logo_terminado_115\" width=\"210\" height=\"115\" \/><\/a><\/p>\n<br class=\"fixfloat\" \/>","protected":false},"excerpt":{"rendered":"<p>Big data and cloud-based data mining Tutors , Description Large volumes of data are being produced by\u00a0various next generation applications. \u00a0Internet Traffic data, Online Social Network data and Satellite data (e.g., the Copernicus EMS data) are only some few example of Big data sources.\u00a0The automatic extraction of knowledge and the analysis of such huge data<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/big-data-and-cloud-based-data-mining\/\">[&#8230;]<\/a><\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-5441","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/pages\/5441","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/comments?post=5441"}],"version-history":[{"count":16,"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/pages\/5441\/revisions"}],"predecessor-version":[{"id":9261,"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/pages\/5441\/revisions\/9261"}],"wp:attachment":[{"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/media?parent=5441"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}