{"id":332,"date":"2015-02-17T09:32:04","date_gmt":"2015-02-17T09:32:04","guid":{"rendered":"http:\/\/www.etfos.unios.hr\/ijeces-test\/?p=332"},"modified":"2017-03-23T08:04:47","modified_gmt":"2017-03-23T08:04:47","slug":"the-public-transportation-bigdata-clustering","status":"publish","type":"post","link":"http:\/\/www.etfos.unios.hr\/ijeces\/vol-4-no-1-2013\/the-public-transportation-bigdata-clustering\/","title":{"rendered":"The Public Transportation BigData Clustering"},"content":{"rendered":"<div  class=\"fusion-fullwidth fullwidth-box hundred-percent-fullwidth\"  style='background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1  fusion-one-full fusion-column-first fusion-column-last fusion-column-no-min-height 1_1\"  style='margin-top:0px;margin-bottom:0px;'>\n\t\t\t<div class=\"fusion-column-wrapper\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"  data-bg-url=\"\">\n\t\t\t\t<div class=\"fusion-title title fusion-title-size-three\" style=\"margin-top:0px;margin-bottom:31px;\"><h3 class=\"title-heading-left\">Tomislav Galba, Zoran Balki\u0107, Goran Martinovi\u0107<\/h3><div class=\"title-sep-container\"><div class=\"title-sep sep-single sep-solid\" style=\"border-color:#1e73be;\"><\/div><\/div><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep sep-single sep-dashed\" style=\"border-color:#1e73be;border-top-width:1px;margin-left: auto;margin-right: auto;margin-top:;margin-bottom:10px;\"><\/div><div data-canvas-width=\"600.915\"><strong>Abstract <\/strong><\/div>\n<div data-canvas-width=\"600.915\">An increase in the use of GPS modules and cell phones with location services has created a need for new ways of collecting and storing data. Considering a fairly large number of devices, data collected in such way in most cases take up a vast amount of space on servers while on the other hand, they represent a source of very useful information. A large number of companies use this method of data collection in order to create prediction models, reports and data analysis. As an object of observation, we use the database of a modern public transportation system which contains information about vehicle telemetry. In this paper, we will describe the application and result analysis of some well-known clustering algorithms in order to solve public transportation problems like traffic congestion, passenger transport, etc.<\/div>\n<div data-canvas-width=\"600.915\"><\/div>\n<div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep sep-single sep-dashed\" style=\"border-color:#1e73be;border-top-width:1px;margin-left: auto;margin-right: auto;margin-top:10px;margin-bottom:10px;\"><\/div><div data-canvas-width=\"70\"><strong>Keywords<\/strong><\/div>\n<div data-canvas-width=\"403.605\">analysis, big data, clustering, GPS, public transportation<\/div>\n<div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep sep-single sep-dashed\" style=\"border-color:#1e73be;border-top-width:1px;margin-left: auto;margin-right: auto;margin-top:10px;margin-bottom:10px;\"><\/div><p><a href=\"http:\/\/www.etfos.unios.hr\/ijeces\/wp-content\/uploads\/pappers\/ijeces_vol_4_no_1_03.pdf\" target=\"_blank\"><\/p>\n<div class=\"alignleft\"><i class=\"fa fontawesome-icon fa-file-text-o circle-yes\" style=\"border-color:#ffffff;background-color:#1e73be;font-size:15.84px;line-height:31.68px;height:31.68px;width:31.68px;margin-right:9px;color:#ffffff;\"><\/i><\/div><p><\/a><\/p>\n<div class=\"fusion-clearfix\"><\/div>\n\n\t\t\t<\/div>\n\t\t<\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[42],"tags":[],"_links":{"self":[{"href":"http:\/\/www.etfos.unios.hr\/ijeces\/wp-json\/wp\/v2\/posts\/332"}],"collection":[{"href":"http:\/\/www.etfos.unios.hr\/ijeces\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.etfos.unios.hr\/ijeces\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.etfos.unios.hr\/ijeces\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/www.etfos.unios.hr\/ijeces\/wp-json\/wp\/v2\/comments?post=332"}],"version-history":[{"count":6,"href":"http:\/\/www.etfos.unios.hr\/ijeces\/wp-json\/wp\/v2\/posts\/332\/revisions"}],"predecessor-version":[{"id":1143,"href":"http:\/\/www.etfos.unios.hr\/ijeces\/wp-json\/wp\/v2\/posts\/332\/revisions\/1143"}],"wp:attachment":[{"href":"http:\/\/www.etfos.unios.hr\/ijeces\/wp-json\/wp\/v2\/media?parent=332"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.etfos.unios.hr\/ijeces\/wp-json\/wp\/v2\/categories?post=332"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.etfos.unios.hr\/ijeces\/wp-json\/wp\/v2\/tags?post=332"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}