{"id":4258,"date":"2023-03-13T17:03:00","date_gmt":"2023-03-13T09:03:00","guid":{"rendered":"https:\/\/medicine.nus.edu.sg\/bch\/?page_id=4258"},"modified":"2023-05-19T14:05:17","modified_gmt":"2023-05-19T06:05:17","slug":"phm5014","status":"publish","type":"page","link":"https:\/\/medicine.nus.edu.sg\/bch\/phm5014\/","title":{"rendered":"PHM5014 &#8211; Causal Inference in Precision Medicine"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"4258\" class=\"elementor elementor-4258\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1a7af21 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1a7af21\" 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-1f1c220\" data-id=\"1f1c220\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-946348f elementor-widget elementor-widget-spacer\" data-id=\"946348f\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\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-6d4c434 elementor-widget elementor-widget-heading\" data-id=\"6d4c434\" 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-large\">Course Overview<\/h2>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-43faf36 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"43faf36\" 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-85384c6\" data-id=\"85384c6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f96a0ef elementor-widget elementor-widget-text-editor\" data-id=\"f96a0ef\" 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><span lang=\"EN-SG\" style=\"color: #000000;\"><span style=\"font-size: 14pt;\">In this course, we will cover the basics of predictive modelling and an overview of machine learning, including common and useful algorithms. We discuss causal inference techniques like instrumental variables, and difference-in-differences. Finally, we briefly discuss Multi-Armed Bandits and their algorithms.<\/span> <\/span><\/p>\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-8bc5c98 elementor-widget elementor-widget-spacer\" data-id=\"8bc5c98\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\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-89981aa elementor-widget elementor-widget-heading\" data-id=\"89981aa\" 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-large\">Learning Outcomes<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ded01ca elementor-widget elementor-widget-text-editor\" data-id=\"ded01ca\" 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><span lang=\"EN-GB\" style=\"font-size: 14pt; color: #000000;\">At the end of this course, the student will be able to<\/span><\/p><ul style=\"list-style-type: disc;\"><li><span lang=\"EN-SG\" style=\"font-size: 14pt; color: #000000;\">Understand causal inference and associated techniques.<\/span><\/li><li><span lang=\"EN-SG\" style=\"font-size: 14pt; color: #000000;\">Apply econometric techniques to make causal inferences.<\/span><\/li><li><span lang=\"EN-SG\" style=\"font-size: 14pt; color: #000000;\">Implement basic multi-armed bandit algorithms<\/span><\/li><li><span lang=\"EN-SG\" style=\"font-size: 14pt; color: #000000;\">Implement common predictive algorithms<\/span><\/li><li><span lang=\"EN-SG\" style=\"color: #000000;\"><span style=\"font-size: 14pt;\">Understand the basics of machine learning<\/span> <\/span><\/li><li style=\"list-style-type: none;\"><span lang=\"EN-GB\"><\/span><\/li><\/ul>\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-4c49a3c elementor-widget elementor-widget-spacer\" data-id=\"4c49a3c\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\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-1797eb7 elementor-widget elementor-widget-heading\" data-id=\"1797eb7\" 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-large\">Course Outline<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a0e2f5 elementor-widget elementor-widget-text-editor\" data-id=\"9a0e2f5\" 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 style=\"list-style-type: disc;\"><li><span lang=\"EN-GB\" style=\"font-size: 14pt; color: #000000;\">Python<\/span><\/li><li><span lang=\"EN-GB\" style=\"font-size: 14pt; color: #000000;\">Instrumental Variables and two stage least squares<\/span><\/li><li><span lang=\"EN-GB\" style=\"font-size: 14pt; color: #000000;\">Difference-in-Differences<\/span><\/li><li><span lang=\"EN-GB\" style=\"font-size: 14pt; color: #000000;\">Randomized controlled trials<\/span><\/li><li><span lang=\"EN-GB\" style=\"font-size: 14pt; color: #000000;\">Price discrimination<\/span><\/li><li><span lang=\"EN-GB\" style=\"font-size: 14pt; color: #000000;\">Multi-armed Bandits<\/span><\/li><li><span lang=\"EN-GB\" style=\"font-size: 14pt; color: #000000;\">Machine learning algorithms<\/span><\/li><\/ul>\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-4ffbe37 elementor-widget elementor-widget-spacer\" data-id=\"4ffbe37\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\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-54b6f3d elementor-widget elementor-widget-heading\" data-id=\"54b6f3d\" 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-large\">Course Requirements<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-587fb2e elementor-widget elementor-widget-text-editor\" data-id=\"587fb2e\" 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><span style=\"font-family: tahoma, arial, helvetica, sans-serif; font-size: 14pt; color: #000000;\">Student must have taken the core course <strong>Applied Statistics for Precision Medicine or any similar modules.<\/strong><\/span><\/p>\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-bdf22c5 elementor-widget elementor-widget-spacer\" data-id=\"bdf22c5\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\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-b49c198 elementor-widget elementor-widget-heading\" data-id=\"b49c198\" 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-large\">Course Coordinators<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-2794ccc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2794ccc\" 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-50 elementor-inner-column elementor-element elementor-element-beec95b\" data-id=\"beec95b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-aa58d44 elementor-cta--layout-image-left elementor-cta--skin-classic elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"aa58d44\" data-element_type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"https:\/\/bizfaculty.nus.edu.sg\/faculty-details\/?profId=314\" target=\"_blank\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/medicine.nus.edu.sg\/bch\/wp-content\/uploads\/sites\/13\/2023\/03\/Keppo.jpg);\" role=\"img\" aria-label=\"Keppo\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tProf Jussi Keppo\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tResearch Director, Institute of Operations Research and Analysis, NUS<br><br>Head of Department, Dept of Analytics and Operations, NUS\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item \">\n\t\t\t\t\t<span class=\"elementor-cta__button elementor-button elementor-size-\">\n\t\t\t\t\t\tProfile\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-b7d65af\" data-id=\"b7d65af\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5f46cdc elementor-cta--layout-image-left elementor-cta--skin-classic elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"5f46cdc\" data-element_type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"https:\/\/bizfaculty.nus.edu.sg\/faculty-details\/?profId=708\" target=\"_blank\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/medicine.nus.edu.sg\/bch\/wp-content\/uploads\/sites\/13\/2023\/03\/THM.jpg);\" role=\"img\" aria-label=\"THM\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tDr Tan Hong Ming\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tResearch Fellow, Institute of Operations Research and Analysis, NUS<br><br>Lecturer, Dept of Analytics and Operations, NUS\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item \">\n\t\t\t\t\t<span class=\"elementor-cta__button elementor-button elementor-size-\">\n\t\t\t\t\t\tProfile\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Course Overview In this course, we will cover the basics of predictive modelling and an overview of machine learning, including&#8230;<\/p>\n","protected":false},"author":8259,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-4258","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>PHM5014 - Causal Inference in Precision Medicine - Department of Biochemistry \u2013 School of Medicine, National University of Singapore<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/medicine.nus.edu.sg\/bch\/phm5014\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"PHM5014 - Causal Inference in Precision Medicine - Department of Biochemistry 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