{"version":"1.0","provider_name":"Instituto de Ingenier\u00eda del Conocimiento","provider_url":"https:\/\/www.iic.uam.es\/en","author_name":"Instituto de Ingenier\u00eda del Conocimiento","author_url":"https:\/\/www.iic.uam.es\/en\/author\/andres\/","title":"Classification - IIC","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"dHJLCDY727\"><a href=\"https:\/\/www.iic.uam.es\/en\/big-data\/predictive-analytics\/classification\/\">Classification<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/www.iic.uam.es\/en\/big-data\/predictive-analytics\/classification\/embed\/#?secret=dHJLCDY727\" width=\"600\" height=\"338\" title=\"&#8220;Classification&#8221; &#8212; Instituto de Ingenier\u00eda del Conocimiento\" data-secret=\"dHJLCDY727\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script type=\"text\/javascript\">\n\/* <![CDATA[ *\/\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n\/* ]]> *\/\n<\/script>\n","description":"[vc_row type=&#8221;full_width_section&#8221; top_padding=&#8221;-10&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text][\/vc_column_text][\/vc_column][\/vc_row][vc_row top_padding=&#8221;30&#8243; bottom_padding=&#8221;30&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text] What is Automatic Classification? [\/vc_column_text][vc_column_text] Many tasks undertaken as part of the operations and business processes are focused on data organisation in order to simplify their management or automatize them. We are dealing with processes such as: [\/vc_column_text][\/vc_column][\/vc_row][vc_row bottom_padding=&#8221;20&#8243;][vc_column width=&#8221;1\/2&#8243;][\/vc_column][vc_column width=&#8221;1\/2&#8243;][\/vc_column][\/vc_row][vc_row bottom_padding=&#8221;20&#8243;][vc_column width=&#8221;1\/2&#8243;][\/vc_column][vc_column width=&#8221;1\/2&#8243;][\/vc_column][\/vc_row][vc_row top_padding=&#8221;40&#8243; bottom_padding=&#8221;40&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text] And many other processes where experts on the topic are required to take part. The Automatic Classification techniques support the work of experts and make it easier to analyse a higher volume of data at a lower cost. [\/vc_column_text][\/vc_column][\/vc_row][vc_row type=&#8221;full_width_section&#8221;][vc_column width=&#8221;1\/1&#8243;][\/vc_column][\/vc_row][vc_row bg_color=&#8221;#f7f7f7&#8243; top_padding=&#8221;40&#8243; bottom_padding=&#8221;40&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text] How does it work? [\/vc_column_text][vc_row_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_column_text] Automatic Classification is strongly based on the scientific discipline known as supervised machine learning, which consists in presenting labelled training data from past classifications, provided by experts on the topic, to a system of classification. This system analyses the training data and, using statistical learning algorithms, infers the knowledge of the expert, thus imitating their work. All this learning process results in a classification system with capacity to process a high volume of data and have shorter response times than those of a manual management. Besides, the system is alive and can be reloaded with [&hellip;]"}