'Stat lsa umich edu' diaporamas de présentation

Machine/Reinforcement Learning in Clinical Research

Machine/Reinforcement Learning in Clinical Research. S.A. Murphy May 19, 2008. Outline Goal: Improving Clinical Decision Making Using Data. Clinical Decision Making Types of Training Data Incomplete Mechanistic Models Clinical Trials Some Open Problems Example. Questions.

706 views • 46 slides

SMART Designs for Developing Dynamic Treatment Regimes

SMART Designs for Developing Dynamic Treatment Regimes. S.A. Murphy Symposium on Causal Inference Johns Hopkins, January, 2006. Outline. Why Dynamic Treatment Regimes? Why SMART experimental designs? Design Principles and Analysis of Balanced Designs.

553 views • 37 slides

SMART Experimental Designs for Developing Dynamic Treatment Regimes

SMART Experimental Designs for Developing Dynamic Treatment Regimes. S.A. Murphy ISCB August, 2007. Outline. Why Dynamic Treatment Regimes? Why SMART experimental designs? Design Principles and Analysis Discussion.

616 views • 35 slides

Experimenting to Improve Clinical Practice

459 views • 35 slides

Q-Learning and Dynamic Treatment Regimes

Q-Learning and Dynamic Treatment Regimes. S.A. Murphy Univ. of Michigan IMS/Bernoulli: July, 2004. Outline Dynamic Treatment Regimes Optimal Q-functions and Q-learning The Problem & Goal Finite Sample Bounds Outline of Proof Shortcomings and Open Problems. Dynamic Treatment Regimes.

568 views • 31 slides

Operating Window Experiments

Operating Window Experiments. C. F. Jeff Wu and V. Roshan Joseph. Department of Statistics University of Michigan Ann Arbor, MI, USA. To appear in Journal of Quality Technology, 2002 Available in http://www.stat.lsa.umich.edu/~jeffwu/. Outline. Paper Feeder Example SN Ratio

383 views • 28 slides

Treatment Effect Heterogeneity & Dynamic Treatment Regime Development

Treatment Effect Heterogeneity & Dynamic Treatment Regime Development. S.A. Murphy. Dynamic treatment regimes (DTRs) are individually tailored treatments, with treatment type and dosage changing according to individual outcomes.

444 views • 23 slides

Using Clinical Trial Data to Construct Policies for Guiding Clinical Decision Making

Using Clinical Trial Data to Construct Policies for Guiding Clinical Decision Making. S. Murphy & J. Pineau American Control Conference Special Session June, 2009. Outline. Long Term Goal: Improving Clinical Decision Making Using Data. Sequential Clinical Decision Making Clinical Trials

376 views • 22 slides

An Experimental Paradigm for Developing Adaptive Treatment Strategies

An Experimental Paradigm for Developing Adaptive Treatment Strategies. S.A. Murphy NIDA Meeting on Treatment and Recovery Processes January, 2004. Setting : Management of chronic, relapsing disorders such as alcohol addiction, substance abuse and mental illness Characteristics:

332 views • 18 slides

Computer Vision CS 776 Spring 2014

120 views • 4 slides