{"id":63891,"date":"2018-05-20T08:00:37","date_gmt":"2018-05-20T13:00:37","guid":{"rendered":"https:\/\/ikono.co\/?p=63891"},"modified":"2025-10-01T17:40:28","modified_gmt":"2025-10-01T22:40:28","slug":"outliers-ciencia-de-datos","status":"publish","type":"post","link":"https:\/\/ikono.co\/en_us\/outliers-ciencia-de-datos\/","title":{"rendered":"Outliers and data science"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"63891\" class=\"elementor elementor-63891\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b5c473e e-con-full e-flex e-con e-parent\" data-id=\"b5c473e\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-ca5b603 e-con-full e-flex e-con e-child\" data-id=\"ca5b603\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-8c3753c e-grid e-con-full e-con 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itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<a href=\"https:\/\/ikono.co\/en_us\/category\/comunicacion\/\" class=\"elementor-post-info__terms-list-item\">Communication<\/a>, <a href=\"https:\/\/ikono.co\/en_us\/category\/emprendimiento\/\" class=\"elementor-post-info__terms-list-item\">Entrepreneurship<\/a>, <a href=\"https:\/\/ikono.co\/en_us\/category\/innovacion\/\" class=\"elementor-post-info__terms-list-item\">Innovation<\/a>, <a href=\"https:\/\/ikono.co\/en_us\/category\/tecnologia\/\" class=\"elementor-post-info__terms-list-item\">Technology<\/a>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f48174 elementor-widget elementor-widget-heading\" data-id=\"3f48174\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Outliers and data science<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc0831c elementor-align-center elementor-widget elementor-widget-post-info\" data-id=\"cc0831c\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-a6d8be4 elementor-inline-item\" itemprop=\"author\">\n\t\t\t\t\t\t<a href=\"https:\/\/ikono.co\/en_us\/author\/mercadeo\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg 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elementor-repeater-item-925e1ff elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/ikono.co\/en_us\/2018\/05\/20\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-calendar\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M12 192h424c6.6 0 12 5.4 12 12v260c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V204c0-6.6 5.4-12 12-12zm436-44v-36c0-26.5-21.5-48-48-48h-48V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H160V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H48C21.5 64 0 85.5 0 112v36c0 6.6 5.4 12 12 12h424c6.6 0 12-5.4 12-12z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>May 20, 2018<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-f92a6f7 elementor-inline-item\" itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-tags\" viewbox=\"0 0 640 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M497.941 225.941L286.059 14.059A48 48 0 0 0 252.118 0H48C21.49 0 0 21.49 0 48v204.118a48 48 0 0 0 14.059 33.941l211.882 211.882c18.744 18.745 49.136 18.746 67.882 0l204.118-204.118c18.745-18.745 18.745-49.137 0-67.882zM112 160c-26.51 0-48-21.49-48-48s21.49-48 48-48 48 21.49 48 48-21.49 48-48 48zm513.941 133.823L421.823 497.941c-18.745 18.745-49.137 18.745-67.882 0l-.36-.36L527.64 323.522c16.999-16.999 26.36-39.6 26.36-63.64s-9.362-46.641-26.36-63.64L331.397 0h48.721a48 48 0 0 1 33.941 14.059l211.882 211.882c18.745 18.745 18.745 49.137 0 67.882z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<a href=\"https:\/\/ikono.co\/en_us\/tag\/comunicacion\/\" class=\"elementor-post-info__terms-list-item\">communication<\/a>, <a href=\"https:\/\/ikono.co\/en_us\/tag\/innovacion\/\" class=\"elementor-post-info__terms-list-item\">Innovation<\/a>, <a href=\"https:\/\/ikono.co\/en_us\/tag\/tecnologia\/\" class=\"elementor-post-info__terms-list-item\">Technology<\/a>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1eb212a e-flex e-con-boxed e-con e-parent\" data-id=\"1eb212a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-327162f e-con-full e-flex e-con e-child\" data-id=\"327162f\" 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-19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/ikono.co\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=\"0\" \/><\/p><div class=\"pvc_clear\"><\/div><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-76eccb0 e-flex e-con-boxed e-con e-parent\" data-id=\"76eccb0\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-dcda573 e-con-full e-flex e-con e-child\" data-id=\"dcda573\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-670fdf9 elementor-widget elementor-widget-text-editor\" data-id=\"670fdf9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>I recently obtained certification as a Big Data Scientist from Arcitura as part of the third call for transversal skills offered by the Colombian Ministry of ICT. Among the many topics that can be addressed with data science is the detection of atypical data or outliers, applicable, for example, in investigating fraudulent banking transactions or finding defective parts in a production chain.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f19fca8 e-flex e-con-boxed e-con e-parent\" data-id=\"f19fca8\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7162774 e-con-full e-flex e-con e-child\" data-id=\"7162774\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2c2c2d5 elementor-widget elementor-widget-text-editor\" data-id=\"2c2c2d5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>There are different types of outliers:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d67c6ed e-flex e-con-boxed e-con e-parent\" data-id=\"d67c6ed\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e2defbe e-con-full e-flex e-con e-child\" data-id=\"e2defbe\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e08a6da elementor-widget elementor-widget-text-editor\" data-id=\"e08a6da\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5>Global outliers:<\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-94cd8be e-flex e-con-boxed e-con e-parent\" data-id=\"94cd8be\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-55b1f69 e-con-full e-flex e-con e-child\" data-id=\"55b1f69\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2f3ea1d elementor-widget elementor-widget-text-editor\" data-id=\"2f3ea1d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data that is inconsistent without any condition, for example, a fraudulent bank transaction.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-11dc35d e-flex e-con-boxed e-con e-parent\" data-id=\"11dc35d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8b3bc76 e-con-full e-flex e-con e-child\" data-id=\"8b3bc76\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-637b9df elementor-widget elementor-widget-text-editor\" data-id=\"637b9df\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5>Contextual outliers:<\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6552639 e-flex e-con-boxed e-con e-parent\" data-id=\"6552639\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5eaa161 e-con-full e-flex e-con e-child\" data-id=\"5eaa161\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ee6ac9a elementor-widget elementor-widget-text-editor\" data-id=\"ee6ac9a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data that is only inconsistent within a specific context or condition, for example, a person of average weight is an atypical element in a sumo wrestling competition.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9485c69 e-flex e-con-boxed e-con e-parent\" data-id=\"9485c69\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-97f0560 e-con-full e-flex e-con e-child\" data-id=\"97f0560\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a177294 elementor-widget elementor-widget-text-editor\" data-id=\"a177294\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5>Collective outliers:<\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-975e78b e-flex e-con-boxed e-con e-parent\" data-id=\"975e78b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-97c45ad e-con-full e-flex e-con e-child\" data-id=\"97c45ad\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-418dc08 elementor-widget elementor-widget-text-editor\" data-id=\"418dc08\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data that is inconsistent only when combined with other similar data, without conditions or context, for example, multiple small-value bank deposits from multiple bank accounts may indicate money laundering when analyzed collectively.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9285c6d e-flex e-con-boxed e-con e-parent\" data-id=\"9285c6d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6a4bc8d e-con-full e-flex e-con e-child\" data-id=\"6a4bc8d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d0ba7e5 elementor-widget elementor-widget-text-editor\" data-id=\"d0ba7e5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The model for detecting outliers can be based on statistics or machine learning algorithms.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c03263a e-flex e-con-boxed e-con e-parent\" data-id=\"c03263a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-07b26b9 e-con-full e-flex e-con e-child\" data-id=\"07b26b9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-47f8310 elementor-widget elementor-widget-text-editor\" data-id=\"47f8310\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Statistical Techniques<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-237d745 e-flex e-con-boxed e-con e-parent\" data-id=\"237d745\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-141a70d e-con-full e-flex e-con e-child\" data-id=\"141a70d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dc149bd elementor-widget elementor-widget-text-editor\" data-id=\"dc149bd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Statistical techniques work by fitting a distribution. Once the distribution is known, values that fall within the distribution&#039;s low probability range can be identified as outliers.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f6123d0 e-flex e-con-boxed e-con e-parent\" data-id=\"f6123d0\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d144a62 e-con-full e-flex e-con e-child\" data-id=\"d144a62\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ae308f1 elementor-widget elementor-widget-text-editor\" data-id=\"ae308f1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Parametric approach<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e901861 e-flex e-con-boxed e-con e-parent\" data-id=\"e901861\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-aae4d79 e-con-full e-flex e-con e-child\" data-id=\"aae4d79\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d8ac233 elementor-widget elementor-widget-text-editor\" data-id=\"d8ac233\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>It is assumed that the data-generating process produces data that fit a particular probability distribution, such as the normal distribution. Using the corresponding probability density function, the probability of a value can be determined.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c686fe6 e-flex e-con-boxed e-con e-parent\" data-id=\"c686fe6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-03703da e-con-full e-flex e-con e-child\" data-id=\"03703da\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a98226d elementor-widget elementor-widget-image\" data-id=\"a98226d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"650\" height=\"328\" src=\"https:\/\/ikono.co\/wp-content\/uploads\/normal-distrubution-large-1.png\" class=\"attachment-large size-large wp-image-63894\" alt=\"\" srcset=\"https:\/\/ikono.co\/wp-content\/uploads\/normal-distrubution-large-1.png 650w, https:\/\/ikono.co\/wp-content\/uploads\/normal-distrubution-large-1-300x151.png 300w\" sizes=\"(max-width: 650px) 100vw, 650px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-03439d9 e-flex e-con-boxed e-con e-parent\" data-id=\"03439d9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-256b1e6 e-con-full e-flex e-con e-child\" data-id=\"256b1e6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-347b9a2 elementor-widget elementor-widget-text-editor\" data-id=\"347b9a2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"3034\" data-end=\"3203\">This process requires the estimation of the distribution parameters such as the mean and standard deviation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e956ab2 e-flex e-con-boxed e-con e-parent\" data-id=\"e956ab2\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d648e40 e-con-full e-flex e-con e-child\" data-id=\"d648e40\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-788cae8 elementor-widget elementor-widget-text-editor\" data-id=\"788cae8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>A common test for univariate analysis of continuous data is the z-score, which states that for a normal distribution, any z-score that is more than three standard deviations from the mean in either direction is considered an outlier.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-413fc19 e-flex e-con-boxed e-con e-parent\" data-id=\"413fc19\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1e88f91 e-con-full e-flex e-con e-child\" data-id=\"1e88f91\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ff3308 elementor-widget elementor-widget-text-editor\" data-id=\"1ff3308\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Nonparametric approach<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-03e4320 e-flex e-con-boxed e-con e-parent\" data-id=\"03e4320\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5e1e95a e-con-full e-flex e-con e-child\" data-id=\"5e1e95a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c2ca053 elementor-widget elementor-widget-text-editor\" data-id=\"c2ca053\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In this approach, probability distributions are not assumed. The data-generating process is modeled solely based on the data produced.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-35501c0 e-flex e-con-boxed e-con e-parent\" data-id=\"35501c0\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-b78ef7c e-con-full e-flex e-con e-child\" data-id=\"b78ef7c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e58bc8c elementor-widget elementor-widget-image\" data-id=\"e58bc8c\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"264\" height=\"280\" src=\"https:\/\/ikono.co\/wp-content\/uploads\/histogram.png\" class=\"attachment-large size-large wp-image-63895\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e256a3e e-flex e-con-boxed e-con e-parent\" data-id=\"e256a3e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ea77276 e-con-full e-flex e-con e-child\" data-id=\"ea77276\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-098ce60 elementor-widget elementor-widget-text-editor\" data-id=\"098ce60\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>A common nonparametric technique for identifying outliers in discrete data is the histogram. If a data point does not fall into any of the intervals in the plot, it is considered an outlier.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4e32b22 e-flex e-con-boxed e-con e-parent\" data-id=\"4e32b22\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d13437a e-con-full e-flex e-con e-child\" data-id=\"d13437a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa66a46 elementor-widget elementor-widget-text-editor\" data-id=\"aa66a46\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The interquartile range (IQR) can also be considered as a non-parametric statistical technique for detecting outliers.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e6c3193 e-flex e-con-boxed e-con e-parent\" data-id=\"e6c3193\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6f2fad8 e-con-full e-flex e-con e-child\" data-id=\"6f2fad8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-710c4df elementor-widget elementor-widget-text-editor\" data-id=\"710c4df\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Machine Learning Algorithms<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-503efb6 e-flex e-con-boxed e-con e-parent\" data-id=\"503efb6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9fd147d e-con-full e-flex e-con e-child\" data-id=\"9fd147d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a0601cd elementor-widget elementor-widget-text-editor\" data-id=\"a0601cd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Distance-based techniques<\/h4>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-160d1f5 e-flex e-con-boxed e-con e-parent\" data-id=\"160d1f5\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d751bbb e-con-full e-flex e-con e-child\" data-id=\"d751bbb\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d685922 elementor-widget elementor-widget-text-editor\" data-id=\"d685922\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>These techniques are based on the assumption that in a multidimensional space, data points can be considered normal when they are close to each other. Outliers are those that are far from these normal points.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7b2c45a e-flex e-con-boxed e-con e-parent\" data-id=\"7b2c45a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e11b523 e-con-full e-flex e-con e-child\" data-id=\"e11b523\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3eff1b4 elementor-widget elementor-widget-text-editor\" data-id=\"3eff1b4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5>With clustering<\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-43b731a e-flex e-con-boxed e-con e-parent\" data-id=\"43b731a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2400a39 e-con-full e-flex e-con e-child\" data-id=\"2400a39\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6b7c8a1 elementor-widget elementor-widget-text-editor\" data-id=\"6b7c8a1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>An outlier is a point that is not part of a cluster or is part of a cluster that is small and far from the other clusters.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7a66213 e-flex e-con-boxed e-con e-parent\" data-id=\"7a66213\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4c0307d e-con-full e-flex e-con e-child\" data-id=\"4c0307d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c1532fe elementor-widget elementor-widget-text-editor\" data-id=\"c1532fe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>k-means:<\/strong> It is only effective for finding global outliers<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-563b427 e-flex e-con-boxed e-con e-parent\" data-id=\"563b427\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ec242c5 e-con-full e-flex e-con e-child\" data-id=\"ec242c5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b2fc0e1 elementor-widget elementor-widget-text-editor\" data-id=\"b2fc0e1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>CBLOF (Cluster Based Local Outlier Factor):<\/strong> This technique can be used to detect groups of outliers.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3ca76f0 e-flex e-con-boxed e-con e-parent\" data-id=\"3ca76f0\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-fcdf4b3 e-con-full e-flex e-con e-child\" data-id=\"fcdf4b3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ab2130d elementor-widget elementor-widget-text-editor\" data-id=\"ab2130d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5>Without clustering<\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3aa84cf e-flex e-con-boxed e-con e-parent\" data-id=\"3aa84cf\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4d5ed34 e-con-full e-flex e-con e-child\" data-id=\"4d5ed34\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ec46433 elementor-widget elementor-widget-text-editor\" data-id=\"ec46433\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>With this technique, it is not necessary to create clusters, since each point is evaluated individually based on its distance from its nearest neighbors.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b2d929c e-flex e-con-boxed e-con e-parent\" data-id=\"b2d929c\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9b2c1cb e-con-full e-flex e-con e-child\" data-id=\"9b2c1cb\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-04d49c5 elementor-widget elementor-widget-text-editor\" data-id=\"04d49c5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>k-NN (k-Nearest Neighbors):<\/strong> A score is generated for each point using a number (k) of nearest neighbors.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5ceb0ca e-flex e-con-boxed e-con e-parent\" data-id=\"5ceb0ca\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ad3e60a e-con-full e-flex e-con e-child\" data-id=\"ad3e60a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c2887b7 elementor-widget elementor-widget-text-editor\" data-id=\"c2887b7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Supervised technique<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ae77d15 e-flex e-con-boxed e-con e-parent\" data-id=\"ae77d15\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-02c400b e-con-full e-flex e-con e-child\" data-id=\"02c400b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c7846ad elementor-widget elementor-widget-text-editor\" data-id=\"c7846ad\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>It is based on a learning approach in which there are some known examples of atypical data that are provided to the algorithm to develop an outlier detection model.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6a652e9 e-flex e-con-boxed e-con e-parent\" data-id=\"6a652e9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4ec66ae e-con-full e-flex e-con e-child\" data-id=\"4ec66ae\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3fb30c3 elementor-widget elementor-widget-text-editor\" data-id=\"3fb30c3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>A single-class classification model is built that only models normal examples, so any instance that does not belong to the normal class constitutes an outlier.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c69304e e-flex e-con-boxed e-con e-parent\" data-id=\"c69304e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0c1a595 e-con-full e-flex e-con e-child\" data-id=\"0c1a595\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4c465d0 elementor-widget elementor-widget-text-editor\" data-id=\"4c465d0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Semi-supervised technique<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-814741a e-flex e-con-boxed e-con e-parent\" data-id=\"814741a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-38fae6c e-con-full e-flex e-con e-child\" data-id=\"38fae6c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-af677c7 elementor-widget elementor-widget-text-editor\" data-id=\"af677c7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"5174\" data-end=\"5353\">Clustering is first used to create natural clusters before applying the one-class classification algorithm. The one-class algorithm labels unmarked instances that already belong to a cluster based on the instances already classified within those clusters.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a80ee70 e-flex e-con-boxed e-con e-parent\" data-id=\"a80ee70\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-056556b e-con-full e-flex e-con e-child\" data-id=\"056556b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4021b1d elementor-widget elementor-widget-text-editor\" data-id=\"4021b1d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"5174\" data-end=\"5353\">Any instance or cluster that does not belong to any normal class is considered an outlier.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1dad404 e-flex e-con-boxed e-con e-parent\" data-id=\"1dad404\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-78160e1 e-con-full e-flex e-con e-child\" data-id=\"78160e1\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-81f18bc elementor-widget elementor-widget-text-editor\" data-id=\"81f18bc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"5174\" data-end=\"5353\">As we have seen, there are many techniques in data science for detecting outliers. The technique used in each case will depend on various factors, such as the type of variable (discrete or continuous), the number of variables involved (univariate or multivariate analysis), and the nature of the data-generating process.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-855bf34 e-flex e-con-boxed e-con e-parent\" data-id=\"855bf34\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8dd422a e-con-full e-flex e-con e-child\" data-id=\"8dd422a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a00108 elementor-widget elementor-widget-text-editor\" data-id=\"4a00108\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Fountain: <\/strong><a href=\"http:\/\/ikono.co\/en_us\/\">iKono Telecommunications<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2738e90 e-flex e-con-boxed e-con e-parent\" data-id=\"2738e90\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-faa64ed e-con-full e-flex e-con e-child\" data-id=\"faa64ed\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7718ee3 elementor-widget elementor-widget-text-editor\" data-id=\"7718ee3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>#We invite you to read our blog post\u00a0<a href=\"https:\/\/ikono.co\/en_us\/consejos-para-configurar-un-ivr-y-grabar-mensaje-de-bienvenida\/\" target=\"_blank\" rel=\"noopener\">\u00abTips for setting up an IVR and recording a welcome message<\/a>\u00bb<\/h3>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-798928a e-flex e-con-boxed e-con e-parent\" data-id=\"798928a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-628316c e-con-full e-flex e-con e-child\" data-id=\"628316c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1954d60 elementor-share-buttons--view-icon-text elementor-share-buttons--skin-gradient elementor-share-buttons--shape-square elementor-grid-0 elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"1954d60\" data-element_type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" role=\"button\" tabindex=\"0\" aria-label=\"Share on Facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-facebook\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 256C504 119 393 8 256 8S8 119 8 256c0 123.78 90.69 226.38 209.25 245V327.69h-63V256h63v-54.64c0-62.15 37-96.48 93.67-96.48 27.14 0 55.52 4.84 55.52 4.84v61h-31.28c-30.8 0-40.41 19.12-40.41 38.73V256h68.78l-11 71.69h-57.78V501C413.31 482.38 504 379.78 504 256z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tFacebook\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-linkedin\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tLinkedIn\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_whatsapp\" role=\"button\" tabindex=\"0\" aria-label=\"Share on WhatsApp\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-whatsapp\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M380.9 97.1C339 55.1 283.2 32 223.9 32c-122.4 0-222 99.6-222 222 0 39.1 10.2 77.3 29.6 111L0 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85.5 0 112v19c0 7.4 3.4 14.3 9.2 18.9 30.6 23.9 40.7 32.4 173.4 128.7 16.8 12.2 50.2 41.8 73.4 41.4z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tE-mail\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7c8a715 e-con-full e-flex e-con e-parent\" data-id=\"7c8a715\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-a2774d0 e-con-full e-flex e-con e-child\" data-id=\"a2774d0\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4b47513 e-grid e-con-boxed e-con e-child\" data-id=\"4b47513\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-96a0e78 elementor-widget elementor-widget-heading\" data-id=\"96a0e78\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Learn about our Corporate Solutions<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c01549 elementor-widget elementor-widget-text-editor\" data-id=\"7c01549\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Learn about the IP telephony, multi-agent chat, and mass text and voice messaging solutions for 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category-tecnologia tag-comunicacion tag-innovacion tag-tecnologia\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/ikono.co\/en_us\/mensajeria-masiva-b2b-campanas-efectivas\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"208\" src=\"https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-30-01-1-Como-usar-mensajeria-masiva-300x208.jpg\" class=\"attachment-medium size-medium wp-image-67091\" alt=\"\" srcset=\"https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-30-01-1-Como-usar-mensajeria-masiva-300x208.jpg 300w, https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-30-01-1-Como-usar-mensajeria-masiva-1024x711.jpg 1024w, https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-30-01-1-Como-usar-mensajeria-masiva-768x533.jpg 768w, https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-30-01-1-Como-usar-mensajeria-masiva-18x12.jpg 18w, https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-30-01-1-Como-usar-mensajeria-masiva.jpg 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Customer Experience<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/ikono.co\/en_us\/mensajeria-masiva-b2b-campanas-efectivas\/\" >\n\t\t\t\tC\u00f3mo usar mensajer\u00eda masiva B2B para crear campa\u00f1as efectivas\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/ikono.co\/en_us\/mensajeria-masiva-b2b-campanas-efectivas\/\" aria-label=\"Read more about C\u00f3mo usar mensajer\u00eda masiva B2B para crear campa\u00f1as efectivas\" tabindex=\"-1\" >\n\t\t\tRead more ...\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tiKono Communications\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\t30 January, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-66998 post type-post status-publish format-standard has-post-thumbnail hentry category-call_center category-chat-center category-comunicacion category-experiencia_clientes category-multiagente category-servicio_al_cliente tag-comunicacion tag-innovacion tag-tecnologia\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/ikono.co\/en_us\/metricas-contact-center\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"208\" src=\"https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-23-01-1-Las-metricas-que-todo-Contact-Center-debe-medir-300x208.jpg\" class=\"attachment-medium size-medium wp-image-67079\" alt=\"\" srcset=\"https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-23-01-1-Las-metricas-que-todo-Contact-Center-debe-medir-300x208.jpg 300w, https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-23-01-1-Las-metricas-que-todo-Contact-Center-debe-medir-1024x711.jpg 1024w, https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-23-01-1-Las-metricas-que-todo-Contact-Center-debe-medir-768x533.jpg 768w, https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-23-01-1-Las-metricas-que-todo-Contact-Center-debe-medir-18x12.jpg 18w, https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-23-01-1-Las-metricas-que-todo-Contact-Center-debe-medir.jpg 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Call Center<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/ikono.co\/en_us\/metricas-contact-center\/\" >\n\t\t\t\tLas m\u00e9tricas de un Contact Center que debes medir para crecer\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/ikono.co\/en_us\/metricas-contact-center\/\" aria-label=\"Read more about Las m\u00e9tricas de un Contact Center que debes medir para crecer\" tabindex=\"-1\" >\n\t\t\tRead more ...\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tiKono Communications\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\t23 January, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-66987 post type-post status-publish format-standard has-post-thumbnail hentry category-call_center category-chat-center category-comunicacion category-experiencia_clientes category-multiagente category-servicio_al_cliente category-tecnologia tag-comunicacion tag-innovacion tag-tecnologia\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/ikono.co\/en_us\/reducir-tiempos-espera-call-center\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"208\" src=\"https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-16-01-1-Como-reducir-tiempos-de-espera-en-tu-Call-Center-300x208.jpg\" class=\"attachment-medium size-medium wp-image-67069\" alt=\"\" srcset=\"https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-16-01-1-Como-reducir-tiempos-de-espera-en-tu-Call-Center-300x208.jpg 300w, https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-16-01-1-Como-reducir-tiempos-de-espera-en-tu-Call-Center-1024x711.jpg 1024w, https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-16-01-1-Como-reducir-tiempos-de-espera-en-tu-Call-Center-768x533.jpg 768w, https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-16-01-1-Como-reducir-tiempos-de-espera-en-tu-Call-Center-18x12.jpg 18w, https:\/\/ikono.co\/wp-content\/uploads\/Banner-Articulo-16-01-1-Como-reducir-tiempos-de-espera-en-tu-Call-Center.jpg 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Call Center<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/ikono.co\/en_us\/reducir-tiempos-espera-call-center\/\" >\n\t\t\t\tC\u00f3mo reducir los tiempos de espera en tu Call Center\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/ikono.co\/en_us\/reducir-tiempos-espera-call-center\/\" aria-label=\"Read more about C\u00f3mo reducir los tiempos de espera en tu Call Center\" tabindex=\"-1\" >\n\t\t\tRead more ...\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tiKono Communications\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\t16 January, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t<div class=\"e-load-more-anchor\" data-page=\"1\" data-max-page=\"45\" data-next-page=\"https:\/\/ikono.co\/en_us\/wp-json\/wp\/v2\/posts\/63891\/page\/2\/\"><\/div>\n\t\t\t\t<nav class=\"elementor-pagination\" aria-label=\"Pagination\">\n\t\t\t<span aria-current=\"page\" class=\"page-numbers current\"><span class=\"elementor-screen-only\">Page<\/span>1<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/ikono.co\/en_us\/wp-json\/wp\/v2\/posts\/63891\/page\/2\/\"><span class=\"elementor-screen-only\">Page<\/span>2<\/a>\n<a class=\"page-numbers\" 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convocatoria<\/p>","protected":false},"author":1,"featured_media":63859,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[227,243,235,231],"tags":[238,237,236],"class_list":["post-63891","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-comunicacion","category-emprendimiento","category-innovacion","category-tecnologia","tag-comunicacion","tag-innovacion","tag-tecnologia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Outliers y ciencia de datos: detecta anomal\u00edas con IA &#8226; iKono Telecomunicaciones<\/title>\n<meta name=\"description\" content=\"Descubre c\u00f3mo la ciencia de datos detecta outliers y mejora la seguridad en banca, producci\u00f3n y m\u00e1s.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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