{"id":170360,"date":"2023-09-10T08:22:28","date_gmt":"2023-09-10T07:22:28","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=170360"},"modified":"2023-10-30T19:56:21","modified_gmt":"2023-10-30T18:56:21","slug":"survival-analysis-beyond-machine-learning","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning","title":{"rendered":"Survival Analysis: Beyond Machine Learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"170360\" class=\"elementor elementor-170360\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ef8b2fa e-flex e-con-boxed e-con\" data-id=\"ef8b2fa\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-21b2eb21 e-con-full e-flex e-con\" data-id=\"21b2eb21\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57798a60 elementor-widget elementor-widget-text-editor\" data-id=\"57798a60\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><a href=\"https:\/\/datascientest.com\/en\/professional-data-science-training-the-best-options\">When starting a Data Science project,<\/a> it&#8217;s crucial to carefully consider the modeling of the problem at hand.<\/p><p>If we aim to increase sales on an e-commerce website, we can work on enhancing conversion rates<a href=\"https:\/\/datascientest.com\/en\/management-of-unbalanced-classification-problems-i\"> using a classification model,<\/a> determining user visit durations based on their profiles, modeling visitor journeys, attributing visitor arrivals to various marketing channels, and improving website SEO.<\/p><p>There are various mathematical approaches available for these tasks:<\/p><ul><li><a href=\"https:\/\/datascientest.com\/en\/unlock-your-future-dive-into-machine-learning-engineer-training\">Machine Learning<\/a><\/li><li>survival analysis<\/li><li>Markov chains<\/li><li>Shapley value calculations<\/li><li>PageRank score estimation<\/li><li>and more.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d363363 elementor-widget elementor-widget-image\" data-id=\"d363363\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"385\" height=\"368\" src=\"https:\/\/datascientest.com\/en\/files\/2023\/09\/Survival-Analysis-1.png\" class=\"attachment-large size-large wp-image-170363\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2023\/09\/Survival-Analysis-1.png 385w, https:\/\/datascientest.com\/en\/files\/2023\/09\/Survival-Analysis-1-300x287.png 300w\" sizes=\"(max-width: 385px) 100vw, 385px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75a0a71 elementor-widget elementor-widget-text-editor\" data-id=\"75a0a71\" 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<blockquote><p>We can see that <a href=\"https:\/\/datascientest.com\/en\/machine-learning-engineer-all-about-the-job\">Machine Learning is not the be-all and end-all of the Data Scientist profession.<\/a> It&#8217;s essential to explore other mathematical models based on probability theory, game theory, or graph theory.<\/p><\/blockquote>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1578ad4 elementor-widget elementor-widget-text-editor\" data-id=\"1578ad4\" 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<p>With this in mind, we are going to develop a course on the timely and relevant topic of Survival Analysis.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ea7fde0 elementor-widget elementor-widget-image\" data-id=\"2ea7fde0\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"472\" height=\"337\" src=\"https:\/\/datascientest.com\/en\/files\/2023\/09\/survival-analysis-2.png\" class=\"attachment-large size-large wp-image-170364\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2023\/09\/survival-analysis-2.png 472w, https:\/\/datascientest.com\/en\/files\/2023\/09\/survival-analysis-2-300x214.png 300w\" sizes=\"(max-width: 472px) 100vw, 472px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Survival function experiencing a slight decrease.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2de901b7 elementor-widget elementor-widget-heading\" data-id=\"2de901b7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">What is survival analysis?\n\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52aa2bee elementor-widget elementor-widget-text-editor\" data-id=\"52aa2bee\" 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<p><strong>Survival analysis<\/strong> is a field of statistics that focuses on the lifespan of individuals within a population. Its aim is to estimate the date at which a death event occurs.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d55f4e3 elementor-widget elementor-widget-text-editor\" data-id=\"5d55f4e3\" 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<p>However, its scope of application is much broader:<\/p><ol><li><strong>Predictive maintenance:<\/strong> Estimating the <a href=\"https:\/\/datascientest.com\/en\/data-leakage-definition-and-prevention\">machine failure date<\/a> to intervene in a timely manner.<\/li><li><strong>Churn analysis:<\/strong> Predicting when a customer will unsubscribe from a service.<\/li><li><strong>Credit analysis:<\/strong> Anticipating when a customer may default on payments.<\/li><li><strong>Epidemiology:<\/strong> Forecasting when a patient will recover (in this case, it&#8217;s the virus\/bacteria that &#8220;dies&#8221;).<\/li><\/ol><p>The use of such models dates back to the 1950s in medicine, but some researchers are working on algorithms that combine this <a href=\"https:\/\/datascientest.com\/en\/data-poisoning-a-threat-to-machine-learning-models\">modeling with Machine Learning techniques.<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4347a932 elementor-widget elementor-widget-heading\" data-id=\"4347a932\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Let's take a closer look at the survival function.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26ec2bce elementor-widget elementor-widget-text-editor\" data-id=\"26ec2bce\" 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<p>In survival analysis, the goal is to estimate the distribution of a random variable X, which represents the time of an event, such as death. This leads to the introduction of the survival function:<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45a0e459 elementor-widget elementor-widget-heading\" data-id=\"45a0e459\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">S(t) = P(X>t)\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-381ba3c6 elementor-widget elementor-widget-text-editor\" data-id=\"381ba3c6\" 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<p>and the instantaneous hazard rate:<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1190f980 elementor-widget elementor-widget-image\" data-id=\"1190f980\" 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=\"618\" height=\"84\" src=\"https:\/\/datascientest.com\/en\/files\/2023\/09\/tx-de-risque-instant.png\" class=\"attachment-large size-large wp-image-170365\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2023\/09\/tx-de-risque-instant.png 618w, https:\/\/datascientest.com\/en\/files\/2023\/09\/tx-de-risque-instant-300x41.png 300w\" sizes=\"(max-width: 618px) 100vw, 618px\" \/>\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 class=\"elementor-element elementor-element-3f481b45 elementor-widget elementor-widget-text-editor\" data-id=\"3f481b45\" 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<p><span style=\"font-weight: 400;\">We can estimate these quantities using non-parametric estimators like the Kaplan-Meier estimator, semi-parametric methods like the <strong>Cox model, or parametric models.<\/strong> The latter two types of estimators are especially useful for assessing the influence of explanatory variables on the survival function.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c28b94b elementor-widget elementor-widget-text-editor\" data-id=\"2c28b94b\" 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\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-127d60b e-flex e-con-boxed e-con\" data-id=\"127d60b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1d3cc099 e-con-full e-flex e-con\" data-id=\"1d3cc099\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-48bfb534 elementor-widget elementor-widget-image\" data-id=\"48bfb534\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"246\" src=\"https:\/\/datascientest.com\/en\/files\/2023\/09\/survival-analysis-3.png\" class=\"attachment-large size-large wp-image-170366\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2023\/09\/survival-analysis-3.png 939w, https:\/\/datascientest.com\/en\/files\/2023\/09\/survival-analysis-3-300x92.png 300w, https:\/\/datascientest.com\/en\/files\/2023\/09\/survival-analysis-3-768x236.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-3ce65a6 e-flex e-con-boxed e-con\" data-id=\"3ce65a6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4ba3ad8 e-con-full e-flex e-con\" data-id=\"4ba3ad8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0afa2b3 elementor-widget elementor-widget-text-editor\" data-id=\"0afa2b3\" 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<p>In survival analysis, the <strong>PySurvival library<\/strong> is highly valuable. It is well-referenced, well-documented, and offers a wide range of useful tools for visualization and performance measurement.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02080bc elementor-widget elementor-widget-text-editor\" data-id=\"02080bc\" 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<p>Has this article piqued your interest? Know that a training course on this topic will be starting soon! Feel free to reach out to us for more information!<\/p><p>Are you looking to delve deeper into the possibilities of Machine Learning? Start one of our training courses today!<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e5185f elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"5e5185f\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Discover our courses<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\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\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>When starting a Data Science project, it&#8217;s crucial to carefully consider the modeling of the problem at hand. If we aim to increase sales on an e-commerce website, we can work on enhancing conversion rates using a classification model, determining user visit durations based on their profiles, modeling visitor journeys, attributing visitor arrivals to various [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":170362,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2425],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Survival Analysis: Beyond Machine Learning<\/title>\n<meta name=\"description\" content=\"Explore the world of Survival Analysis in Machine Learning. Discover how this powerful statistical technique is used to predict the time ..\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Survival Analysis: Beyond Machine Learning\" \/>\n<meta property=\"og:description\" content=\"When starting a Data Science project, it&#039;s crucial to carefully consider the modeling of the problem at hand. If we aim to increase sales on an e-commerce\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning\" \/>\n<meta property=\"og:site_name\" content=\"Data Science Courses | DataScientest\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DataScientestEN\" \/>\n<meta property=\"article:published_time\" content=\"2023-09-10T07:22:28+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-10-30T18:56:21+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/en\/files\/2023\/09\/survival-analysis-2.png.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"472\" \/>\n\t<meta property=\"og:image:height\" content=\"337\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Melanie\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DataScientest__\" \/>\n<meta name=\"twitter:site\" content=\"@DataScientest__\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Melanie\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning#article\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning\"},\"author\":{\"name\":\"Melanie\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/person\/19d5f7ade9407eb69af3bf6d1ae1731d\"},\"headline\":\"Survival Analysis: Beyond Machine Learning\",\"datePublished\":\"2023-09-10T07:22:28+00:00\",\"dateModified\":\"2023-10-30T18:56:21+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning\"},\"wordCount\":438,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/datascientest.com\/en\/#organization\"},\"articleSection\":[\"Data Science\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning#respond\"]}],\"copyrightYear\":\"2023\",\"copyrightHolder\":{\"@id\":\"https:\/\/datascientest.com\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning\",\"url\":\"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning\",\"name\":\"Survival Analysis: Beyond Machine Learning\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/en\/#website\"},\"datePublished\":\"2023-09-10T07:22:28+00:00\",\"dateModified\":\"2023-10-30T18:56:21+00:00\",\"description\":\"Explore the world of Survival Analysis in Machine Learning. Discover how this powerful statistical technique is used to predict the time ..\",\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datascientest.com\/en\/#website\",\"url\":\"https:\/\/datascientest.com\/en\/\",\"name\":\"Data Science Courses | DataScientest\",\"description\":\"Leader in Data Science Courses\",\"publisher\":{\"@id\":\"https:\/\/datascientest.com\/en\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datascientest.com\/en\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/datascientest.com\/en\/#organization\",\"name\":\"DataScientest\",\"url\":\"https:\/\/datascientest.com\/en\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png\",\"contentUrl\":\"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png\",\"width\":301,\"height\":301,\"caption\":\"DataScientest\"},\"image\":{\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/DataScientestEN\",\"https:\/\/twitter.com\/DataScientest__\",\"https:\/\/www.linkedin.com\/school\/datascientest\/mycompany\/\",\"https:\/\/www.tiktok.com\/@datascientest\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/person\/19d5f7ade9407eb69af3bf6d1ae1731d\",\"name\":\"Melanie\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/8d3d660a0698de06f13ecf4823519da1?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/8d3d660a0698de06f13ecf4823519da1?s=96&d=mm&r=g\",\"caption\":\"Melanie\"},\"url\":\"https:\/\/datascientest.com\/en\/author\/melaniekrause\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Survival Analysis: Beyond Machine Learning","description":"Explore the world of Survival Analysis in Machine Learning. Discover how this powerful statistical technique is used to predict the time ..","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning","og_locale":"en_GB","og_type":"article","og_title":"Survival Analysis: Beyond Machine Learning","og_description":"When starting a Data Science project, it's crucial to carefully consider the modeling of the problem at hand. If we aim to increase sales on an e-commerce","og_url":"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning","og_site_name":"Data Science Courses | DataScientest","article_publisher":"https:\/\/www.facebook.com\/DataScientestEN","article_published_time":"2023-09-10T07:22:28+00:00","article_modified_time":"2023-10-30T18:56:21+00:00","og_image":[{"width":472,"height":337,"url":"https:\/\/datascientest.com\/en\/files\/2023\/09\/survival-analysis-2.png.webp","type":"image\/webp"}],"author":"Melanie","twitter_card":"summary_large_image","twitter_creator":"@DataScientest__","twitter_site":"@DataScientest__","twitter_misc":{"Written by":"Melanie","Estimated reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning#article","isPartOf":{"@id":"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning"},"author":{"name":"Melanie","@id":"https:\/\/datascientest.com\/en\/#\/schema\/person\/19d5f7ade9407eb69af3bf6d1ae1731d"},"headline":"Survival Analysis: Beyond Machine Learning","datePublished":"2023-09-10T07:22:28+00:00","dateModified":"2023-10-30T18:56:21+00:00","mainEntityOfPage":{"@id":"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning"},"wordCount":438,"commentCount":0,"publisher":{"@id":"https:\/\/datascientest.com\/en\/#organization"},"articleSection":["Data Science"],"inLanguage":"en-GB","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning#respond"]}],"copyrightYear":"2023","copyrightHolder":{"@id":"https:\/\/datascientest.com\/#organization"}},{"@type":"WebPage","@id":"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning","url":"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning","name":"Survival Analysis: Beyond Machine Learning","isPartOf":{"@id":"https:\/\/datascientest.com\/en\/#website"},"datePublished":"2023-09-10T07:22:28+00:00","dateModified":"2023-10-30T18:56:21+00:00","description":"Explore the world of Survival Analysis in Machine Learning. Discover how this powerful statistical technique is used to predict the time ..","inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning"]}]},{"@type":"WebSite","@id":"https:\/\/datascientest.com\/en\/#website","url":"https:\/\/datascientest.com\/en\/","name":"Data Science Courses | DataScientest","description":"Leader in Data Science Courses","publisher":{"@id":"https:\/\/datascientest.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/datascientest.com\/en\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/datascientest.com\/en\/#organization","name":"DataScientest","url":"https:\/\/datascientest.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png","contentUrl":"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png","width":301,"height":301,"caption":"DataScientest"},"image":{"@id":"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/DataScientestEN","https:\/\/twitter.com\/DataScientest__","https:\/\/www.linkedin.com\/school\/datascientest\/mycompany\/","https:\/\/www.tiktok.com\/@datascientest"]},{"@type":"Person","@id":"https:\/\/datascientest.com\/en\/#\/schema\/person\/19d5f7ade9407eb69af3bf6d1ae1731d","name":"Melanie","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/datascientest.com\/en\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/8d3d660a0698de06f13ecf4823519da1?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8d3d660a0698de06f13ecf4823519da1?s=96&d=mm&r=g","caption":"Melanie"},"url":"https:\/\/datascientest.com\/en\/author\/melaniekrause"}]}},"_links":{"self":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/posts\/170360"}],"collection":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/users\/67"}],"replies":[{"embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/comments?post=170360"}],"version-history":[{"count":0,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/posts\/170360\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/media\/170362"}],"wp:attachment":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/media?parent=170360"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/categories?post=170360"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/tags?post=170360"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}