{"id":180903,"date":"2023-07-20T09:29:49","date_gmt":"2023-07-20T08:29:49","guid":{"rendered":"https:\/\/datascientest.com\/de\/?p=180903"},"modified":"2023-10-30T13:12:11","modified_gmt":"2023-10-30T12:12:11","slug":"survival-analysis-mehr-als-nur-machine-learning","status":"publish","type":"post","link":"https:\/\/datascientest.com\/de\/survival-analysis-mehr-als-nur-machine-learning","title":{"rendered":"Survival Analysis: Mehr als nur Machine Learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"180903\" class=\"elementor elementor-180903\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5f647635 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5f647635\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2f3d9f68\" data-id=\"2f3d9f68\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3b995d2f elementor-widget elementor-widget-text-editor\" data-id=\"3b995d2f\" 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>Wenn du ein Data-Science-Projekt beginnst, ist es sehr wichtig, \u00fcber die Modellierung des jeweiligen Problems nachzudenken.<\/p><p>Wenn du den Umsatz einer <a href=\"https:\/\/datascientest.com\/de\/die-verwendung-von-data-science-im-e-commerce\">E-Commerce-Website<\/a> steigern willst, kannst du versuchen, die Konversionsrate mithilfe eines Klassifikationsmodells zu erh\u00f6hen, die Verweildauer der Nutzer anhand ihres Profils zu bestimmen, die Reise der Besucher zu modellieren, den verschiedenen Marketingkan\u00e4len den Besuch der Besucher zuzuordnen, die Suchmaschinenoptimierung der Website zu verbessern etc.<\/p><p>Es gibt verschiedene <strong>mathematische Ans\u00e4tze:<\/strong> Machine Learning, \u00dcberlebensanalyse<a href=\"https:\/\/datascientest.com\/de\/markov-modelle\">, Markov-Ketten<\/a>, Berechnung von Shapley-Werten, Sch\u00e4tzung eines PageRank-Scores, &#8230;<\/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-69aa0e68 elementor-widget elementor-widget-text-editor\" data-id=\"69aa0e68\" 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>Man sieht also, dass Machine Learning nicht das A und O des Berufs des Data Scientists ist und dass man sich mit anderen mathematischen Modellen besch\u00e4ftigen muss, die auf der Wahrscheinlichkeitstheorie, der Spieltheorie oder der Graphentheorie basieren.<\/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-57f7c9af elementor-widget elementor-widget-text-editor\" data-id=\"57f7c9af\" 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 diesem Sinne werden wir einen Kurs zu einem Thema entwickeln, das heute so aktuell ist wie nie zuvor: die \u00dcberlebensanalyse.<\/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-1f809162 elementor-widget elementor-widget-image\" data-id=\"1f809162\" 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=\"472\" height=\"337\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/07\/survival-analysis-2.png\" class=\"attachment-large size-large wp-image-180907\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/07\/survival-analysis-2.png 472w, https:\/\/datascientest.com\/de\/files\/2023\/07\/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\">\u00dcberlebensfunktion leicht r\u00fcckl\u00e4ufig<\/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-6efbbccd elementor-widget elementor-widget-heading\" data-id=\"6efbbccd\" 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\">Was ist eine \u00dcberlebensanalyse?\n\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c6b8535 elementor-widget elementor-widget-text-editor\" data-id=\"1c6b8535\" 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>Die \u00dcberlebensanalyse ist ein Bereich der Statistik, der sich mit der Lebensdauer von Individuen in einer Population befasst. Es wird versucht, den Zeitpunkt des Todes zu sch\u00e4tzen.<\/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-56dd2dc8 elementor-widget elementor-widget-text-editor\" data-id=\"56dd2dc8\" 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>Aber ihr Anwendungsbereich ist viel gr\u00f6\u00dfer:<\/p><ul><li>Vorausschauende Wartung: Vorhersage, wann eine Maschine ausf\u00e4llt, um rechtzeitig eingreifen zu k\u00f6nnen.<\/li><li>Churn analysis: Vorhersage, wann ein Kunde eine Dienstleistung abbestellen wird.<\/li><li>Kreditanalyse: Vorhersage des Zeitpunkts, an dem ein Kunde in Verzug ger\u00e4t.<\/li><li>Epidemiologie: Vorhersage, wann ein Patient geheilt wird (dann stirbt der Virus\/die Bakterie).<\/li><\/ul><p><a href=\"https:\/\/datascientest.com\/de\/clean-das-revolutionaere-neue-data-tool-fuer-die-medizin\">Die Verwendung solcher Modelle in der Medizin<\/a> geht auf die 1950er Jahre zur\u00fcck, aber einige Forscher arbeiten an Algorithmen, die diese Modelle mit Techniken des maschinellen Lernens kombinieren.<\/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-266847c0 elementor-widget elementor-widget-heading\" data-id=\"266847c0\" 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\">Fokus auf die \u00dcberlebensfunktion<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42ca05be elementor-widget elementor-widget-text-editor\" data-id=\"42ca05be\" 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 der<strong> \u00dcberlebensanalyse<\/strong> versucht man, die Verteilung einer Zufallsvariablen X zu sch\u00e4tzen, die dem Todesdatum entspricht. In diesem Fall wird die \u00dcberlebensfunktion eingef\u00fchrt:<\/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-65c2d43e elementor-widget elementor-widget-heading\" data-id=\"65c2d43e\" 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-27d6e2b8 elementor-widget elementor-widget-text-editor\" data-id=\"27d6e2b8\" 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 style=\"padding-left: 40px;\">und die momentane Risikorate :<\/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-34f0a643 elementor-widget elementor-widget-image\" data-id=\"34f0a643\" 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=\"618\" height=\"84\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/07\/tx-de-risque-instant.png\" class=\"attachment-large size-large wp-image-180908\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/07\/tx-de-risque-instant.png 618w, https:\/\/datascientest.com\/de\/files\/2023\/07\/tx-de-risque-instant-300x41.png 300w\" sizes=\"(max-width: 618px) 100vw, 618px\" \/>\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-64496e3 elementor-widget elementor-widget-text-editor\" data-id=\"64496e3\" 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;\">Diese Gr\u00f6\u00dfen k\u00f6nnen mit Hilfe von nichtparametrischen (Kaplan-Meier), semi-parametrischen (Cox) oder parametrischen Sch\u00e4tzern gesch\u00e4tzt werden. Diese beiden letzten Arten von Sch\u00e4tzern erm\u00f6glichen es insbesondere, den Einfluss von erkl\u00e4renden Variablen auf die \u00dcberlebensfunktion zu messen.<\/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-4749efa4 elementor-widget elementor-widget-text-editor\" data-id=\"4749efa4\" 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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-569e0cc0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"569e0cc0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4597dadd\" data-id=\"4597dadd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5e29acb elementor-widget elementor-widget-image\" data-id=\"5e29acb\" 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\/de\/files\/2023\/07\/survival-analysis-3.png\" class=\"attachment-large size-large wp-image-180909\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/07\/survival-analysis-3.png 939w, https:\/\/datascientest.com\/de\/files\/2023\/07\/survival-analysis-3-300x92.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/07\/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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-564be83a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"564be83a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-71f1c612\" data-id=\"71f1c612\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-460c5094 elementor-widget elementor-widget-text-editor\" data-id=\"460c5094\" 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 der \u00dcberlebensanalyse ist die <a href=\"https:\/\/square.github.io\/pysurvival\/\">PySurvival-Bibliothek<\/a> sehr n\u00fctzlich, sie ist sehr gut referenziert und dokumentiert und bietet viele interessante Werkzeuge zur Visualisierung und Leistungsmessung.<\/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-564ef66a elementor-widget elementor-widget-text-editor\" data-id=\"564ef66a\" 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>Hat dir dieser Artikel das Wasser im Mund zusammenlaufen lassen? Du solltest wissen, dass bald eine Schulung zu diesem Thema beginnt! Kontaktiere uns f\u00fcr weitere Informationen!<\/p><p>M\u00f6chtest du mehr \u00fcber die M\u00f6glichkeiten von Machine Learning erfahren? Dann nimm an einem unserer Kurse teil!<\/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-30b9b6d7 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"30b9b6d7\" 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\/de\/unsere-aus-und-weiterbildungen\">\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\">Entdecke unsere Weiterbildungen<\/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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Wenn du ein Data-Science-Projekt beginnst, ist es sehr wichtig, \u00fcber die Modellierung des jeweiligen Problems nachzudenken. Wenn du den Umsatz einer E-Commerce-Website steigern willst, kannst du versuchen, die Konversionsrate mithilfe eines Klassifikationsmodells zu erh\u00f6hen, die Verweildauer der Nutzer anhand ihres Profils zu bestimmen, die Reise der Besucher zu modellieren, den verschiedenen Marketingkan\u00e4len den Besuch der [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":180904,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2427],"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: Mehr als nur Machine Learning<\/title>\n<meta name=\"description\" content=\"Hast du schonmal von Survival Analysis geh\u00f6rt ? 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