{"id":2442,"date":"2016-01-20T12:23:35","date_gmt":"2016-01-20T12:23:35","guid":{"rendered":"http:\/\/www.iic.uam.es\/\/?page_id=2442"},"modified":"2016-02-19T12:50:12","modified_gmt":"2016-02-19T12:50:12","slug":"classification","status":"publish","type":"page","link":"https:\/\/www.iic.uam.es\/en\/big-data\/predictive-analytics\/classification\/","title":{"rendered":"Classification"},"content":{"rendered":"[vc_row type=&#8221;full_width_section&#8221; top_padding=&#8221;-10&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text]\n<div id=\"rev_slider_94_1_wrapper\" class=\"rev_slider_wrapper fullwidthbanner-container\" style=\"margin:0px auto;background-color:transparent;padding:0px;margin-top:0px;margin-bottom:0px;\">\n<!-- START REVOLUTION SLIDER 5.0.9 fullwidth mode -->\n\t<div id=\"rev_slider_94_1\" class=\"rev_slider fullwidthabanner\" style=\"display:none;\" data-version=\"5.0.9\">\n<ul>\t<!-- SLIDE  -->\n\t<li data-index=\"rs-135\" data-transition=\"fade\" data-slotamount=\"default\"  data-easein=\"default\" data-easeout=\"default\" data-masterspeed=\"default\"  data-rotate=\"0\"  data-saveperformance=\"off\"  data-title=\"Slide\" data-description=\"\">\n\t\t<!-- MAIN IMAGE -->\n\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.iic.uam.es\/wp-content\/uploads\/2015\/12\/Cabecera_CLASIFICACION.png\"  alt=\"\"  width=\"1903\" height=\"300\" data-bgposition=\"center center\" data-bgfit=\"cover\" data-bgrepeat=\"no-repeat\" class=\"rev-slidebg\" data-no-retina>\n\t\t<!-- LAYERS -->\n\n\t\t<!-- LAYER NR. 1 -->\n\t\t<div class=\"tp-caption Fashion-BigDisplay   tp-resizeme\" \n\t\t\t id=\"slide-135-layer-1\" \n\t\t\t data-x=\"center\" data-hoffset=\"-1\" \n\t\t\t data-y=\"center\" data-voffset=\"-55\" \n\t\t\t\t\t\tdata-width=\"['880']\"\n\t\t\tdata-height=\"['70']\"\n\t\t\tdata-transform_idle=\"o:1;\"\n \n\t\t\t data-transform_in=\"opacity:0;s:300;e:Power2.easeInOut;\" \n\t\t\t data-transform_out=\"opacity:0;s:300;s:300;\" \n\t\t\tdata-start=\"500\" \n\t\t\tdata-splitin=\"none\" \n\t\t\tdata-splitout=\"none\" \n\t\t\tdata-responsive_offset=\"on\" \n\n\t\t\t\n\t\t\tstyle=\"z-index: 5; 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We are dealing with processes such as:<\/p>\n[\/vc_column_text][\/vc_column][\/vc_row][vc_row bottom_padding=&#8221;20&#8243;][vc_column width=&#8221;1\/2&#8243;]<div class=\"iconbox  wpb_content_element iconbox-style-5 icon-color-greyscale color-dark clearfix\"><div class=\"iconbox-icon\"><i class=\"fa fa-thumbs-o-up boxicon\" style=\"\"><\/i><\/div><div class=\"iconbox-content\"><h3>Choosing the most suitable policy<\/h3><p>\n<p style=\"text-align: justify;\">Choose the most suitable policy for a particular driver, according to the risk involved.<\/p>\n<\/p><\/div><\/div>[\/vc_column][vc_column width=&#8221;1\/2&#8243;]<div class=\"iconbox  wpb_content_element iconbox-style-5 icon-color-greyscale color-dark clearfix\"><div class=\"iconbox-icon\"><i class=\"fa fa-credit-card boxicon\" style=\"\"><\/i><\/div><div class=\"iconbox-content\"><h3>Determining fraud probability<\/h3><p>\n<p style=\"text-align: justify;\">Determine whether a banking transaction is likely to be fraudulent.<\/p>\n<\/p><\/div><\/div>[\/vc_column][\/vc_row][vc_row bottom_padding=&#8221;20&#8243;][vc_column width=&#8221;1\/2&#8243;]<div class=\"iconbox  wpb_content_element iconbox-style-5 icon-color-greyscale color-dark clearfix\"><div class=\"iconbox-icon\"><i class=\"fa fa-folder-open-o boxicon\" style=\"\"><\/i><\/div><div class=\"iconbox-content\"><h3>Classifying potential buyers<\/h3><p>\n<p style=\"text-align: justify;\">Classify potential buyers depending on the impact a marketing action might make on them..<\/p>\n<\/p><\/div><\/div>[\/vc_column][vc_column width=&#8221;1\/2&#8243;]<div class=\"iconbox  wpb_content_element iconbox-style-5 icon-color-greyscale color-dark clearfix\"><div class=\"iconbox-icon\"><i class=\"fa fa-comments-o boxicon\" style=\"\"><\/i><\/div><div class=\"iconbox-content\"><h3> Identifying the mood and motive of a client\u2019s message<\/h3><p>\n<p style=\"text-align: justify;\"><strong>Identify the mood and motive of a client\u2019s message<\/strong> or complaint written in free text, and send it to the appropriate person to be managed if necessary.<\/p>\n<\/p><\/div><\/div>[\/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]\n<p style=\"text-align: center;\">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.<\/p>\n[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=&#8221;full_width_section&#8221;][vc_column width=&#8221;1\/1&#8243;]<div class=\"divider divider1\" style='margin:0 !important;'><\/div>[\/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]\n<h3 style=\"text-align: center;\"><span style=\"color: #9f1700;\">How does it work?<\/span><\/h3>\n[\/vc_column_text][vc_row_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_column_text]\n<p style=\"text-align: justify;\">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 <strong>learning algorithms<\/strong>, infers the knowledge of the expert, thus imitating their work.<\/p>\n<p style=\"text-align: justify;\">All this learning process results in a <strong>classification system<\/strong> 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 new data to readjust the classification processes. This way, we can make sure it is updated to new business policies or future trends on the data.<\/p>\n[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_column_text]\n<p style=\"text-align: justify;\">Exploitation of these classification systems is made applying the <strong>business rules<\/strong> to the classifications generated by them. For each classification, the system generates a certainty score that indicates the confidence the system has in its own decision. This allows setting business rules such as automatically issuing an insurance policy classified as low-risk with a high score, or deriving others which generate more doubts to an expert analyst. This means <strong>reducing the workload<\/strong> of experts substantially, or increasing the volume of data processed counting on the same number of employees.<\/p>\n[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row type=&#8221;full_width_section&#8221;][vc_column width=&#8221;1\/1&#8243;]<div class=\"divider divider1\" style='margin:0 !important;'><\/div>[\/vc_column][\/vc_row][vc_row top_padding=&#8221;40&#8243; bottom_padding=&#8221;40&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_tabs][vc_tab title=&#8221;Benefits&#8221; tab_id=&#8221;968ef2d6-a89c-2&#8243;][vc_row_inner][vc_column_inner width=&#8221;2\/6&#8243;][vc_column_text]\n<h3 style=\"text-align: left;\"><span style=\"color: #9f1700;\">Benefits and value of IIC Automatic Classification solutions<\/span><\/h3>\n[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;4\/6&#8243;][vc_column_text]\n<p style=\"text-align: justify;\">Automatic Classification offers:<\/p>\n[\/vc_column_text]<div class=\"iconbox  wpb_content_element iconbox-style-5 icon-color-greyscale color-dark clearfix\"><div class=\"iconbox-icon\"><i class=\"fa sl-settings boxicon\" style=\"\"><\/i><\/div><div class=\"iconbox-content\"><h3>Automatic processes<\/h3><p>\n<p style=\"text-align: justify;\">Automatic processes of data classification at a lower cost.<\/p>\n<\/p><\/div><\/div><div class=\"iconbox  wpb_content_element iconbox-style-5 icon-color-greyscale color-dark clearfix\"><div class=\"iconbox-icon\"><i class=\"fa sl-info boxicon\" style=\"\"><\/i><\/div><div class=\"iconbox-content\"><h3>Higher capacity of information treatment<\/h3><p>\n<p style=\"text-align: justify;\">Higher capacity of information treatment, involving the same personnel.<\/p>\n<\/p><\/div><\/div><div class=\"iconbox  wpb_content_element iconbox-style-5 icon-color-greyscale color-dark clearfix\"><div class=\"iconbox-icon\"><i class=\"fa sl-speedometer boxicon\" style=\"\"><\/i><\/div><div class=\"iconbox-content\"><h3>High speed of response<\/h3><p>\n<p style=\"text-align: justify;\">High speed of response, providing real-time services that would not be possible if the process was manual.<\/p>\n<\/p><\/div><\/div><div class=\"iconbox  wpb_content_element iconbox-style-5 icon-color-greyscale color-dark clearfix\"><div class=\"iconbox-icon\"><i class=\"fa sl-equalizer boxicon\" style=\"\"><\/i><\/div><div class=\"iconbox-content\"><h3>More solid business rules <\/h3><p>\n<p style=\"text-align: justify;\">More solid business rules based on the confidence of Automatic Classification.<\/p>\n<\/p><\/div><\/div>[\/vc_column_inner][\/vc_row_inner][\/vc_tab][vc_tab title=&#8221;Guaranteed efficiency&#8221; tab_id=&#8221;1450870395075-1-6&#8243;][vc_row_inner][vc_column_inner width=&#8221;2\/6&#8243;][vc_column_text]\n<h3 style=\"text-align: left;\"><span style=\"color: #9f1700;\">Guaranteed efficiency of IIC Automatic Classification solutions<\/span><\/h3>\n[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;4\/6&#8243;][vc_column_text]\n<p style=\"text-align: justify;\">Over 25 years at the IIC developing highly valuable solutions such as those to detect fraud in payments vouch for our experience in Automatic Classification projects.<\/p>\n<p style=\"text-align: justify;\">In addition, IIC has a team of highly qualified professionals in <strong>machine learning<\/strong>, who combine their activity at the Institute with works associated to <strong>research, teaching and collaboration with universities<\/strong>, thus keeping up-to-date with the latest technologies. In particular, IIC performs research studies in leading-edge sectors for the most advanced technological companies. This knowledge and practical experience in several <strong>Automatic Classification<\/strong> techniques allows us to develop customised solutions which fulfil the response times and efficiency required for each individual project.<\/p>\n[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_tab][\/vc_tabs][\/vc_column][\/vc_row][vc_row bg_color=&#8221;#2b99cc&#8221; text_color=&#8221;light&#8221; top_padding=&#8221;15&#8243; bottom_padding=&#8221;15&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_raw_html]JTNDcCUyMHN0eWxlJTNEJTIybGluZS1oZWlnaHQlM0ElMjAyOHB4JTNCJTIwZm9udC13ZWlnaHQlM0ElMjAxMDAlM0IlMjBmb250LWZhbWlseSUzQSUyME9wZW4lMjBTYW5zJTNCJTIwZm9udC1zaXplJTNBJTIwMjBweCUzQiUyMHRleHQtYWxpZ24lM0ElMjBjZW50ZXIlM0IlMjIlM0VUaGUlMjBhdXRvbWF0aWMlMjBjbGFzc2lmaWNhdGlvbiUyMHRlY2huaXF1ZXMlMjBzdXBwb3J0JTIwdGhlJTIwd29yayUyMG9mJTIwZXhwZXJ0cyUyMGFuZCUyMG1ha2UlMjBpdCUyMGVhc2llciUyMHRvJTIwYW5hbHlzZSUyMGElMjBoaWdoZXIlMjB2b2x1bWUlMjBvZiUyMGRhdGElMjBhdCUyMGElMjBsb3dlciUyMGNvc3QuJTNDJTJGcCUzRQ==[\/vc_raw_html][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"<p>[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;]<\/p>\n","protected":false},"author":4,"featured_media":0,"parent":5582,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-2442","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Classification - IIC<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.iic.uam.es\/en\/big-data\/predictive-analytics\/classification\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Classification - IIC\" \/>\n<meta property=\"og:description\" content=\"[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. 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