PPT-Prediction of Optimal Cancer Drug therapies via SVM

Presented by Xuwen Zhao Overview Why we need this prediction Algorithms used SVM support vector machine RFE recursive feature elimination 3 different conditions to test for accuracies . Tucker Hermans James M. . Rehg. Aaron Bobick. Computational Perception Lab. School of Interactive Computing. Georgia Institute of Technology. Motivation. Determine applicable actions for an object of interest. Elad. . Hazan. (. Technion. ). Satyen Kale . (Yahoo! Labs). Shai. . Shalev-Shwartz. (Hebrew University). Three Prediction Problems: . I. Online Collaborative Filtering. Users: . {1, 2, …, m}. Movies: . Rob Hall . 10/14/2010. 1. This Recitation. Review of Lagrange multipliers (basic undergrad calculus). Getting to the dual for a QP. Constrained norm minimization (for SVM). Midterm review. 2. Minimizing a quadratic. Prediction is important for action selection. The problem:. prediction of future reward. The algorithm:. temporal difference learning. Neural implementation:. dopamine dependent learning in BG. A precise computational model of learning allows one to look in the brain for “hidden variables” postulated by the model. Wei-Ting J. Chan, Kun Young Chung, Andrew B. Kahng, Nancy D. MacDonald and . Siddhartha Nath. Outline. Motivation. Previous Work . Our Work. Multiphysics Analysis. Modeling Methodology. Results . Conclusions. Data. Lijing Wang. 1. , . Yangzhong. . Tang. 2. , . Stevan. . Djakovic. 2. , . Julie . Rice. 2. , . Tony . Wu. 2. , . Daniel J. . Anderson. 2. , . Yuan . Yao. 3. DahShu. Data Science Symposium: Computational Precision Health . Enhancing phototherapy . Jane emmonds/Andrea ward. What are they ?. Topical therapies are medications that are applied to a particular place on or in the body, as opposed to systemically.. Topical derives from . Medical Director, Heart Failure and Cardiac Transplant Program. University of Pennsylvania. What Are Advanced Therapies?. Heart Transplant. Ventricular Assisted Devices (VAD). Mechanical Circulatory Support (MCS). Keith Dalbey, Ph.D.. Sandia National Labs, Dept 1441, Optimization and Uncertainty Quantification. Michael Levy, Ph.D.. Sandia National Labs, Dept 1442, Numerical Analysis and Applications. Sandia is a multiprogram laboratory operated by Sandia Corporation, a Lockheed Martin Company, for the United States Department of Energy’s National Nuclear Security Administration under Contract DE-AC04-94AL85000.. gynaecological. cancer patients . using and what . are the perceived . benefits. Professor Monika Janda. Centre for Health Services Research. The University of Queensland. Definitions. Complementary therapies . . Asish Ghoshal. 1. , . Ananth. . Grama. 1. , . Saurabh. Bagchi. 2. , . Somali . Chaterji. 1. . Purdue University, West Lafayette, IN. . MicroRNA (miRNA): “The genome’s guiding hand?”. miRNA are 22 nucleotide . Page | 1 THERAPY Treatment Types Fact Sheet Information in this fact sheet is meant to assist you in making decisions about your treatment. Always make medication decisions in consultation with you crash course. "Bring Me To Life"-therapy; start @ 24:24. Philippe Pinel. French doctor who was the first to take the chains off and declare that these people are sick and “a cure must be found!!!”. How they work and the future of medicine. Every cell has a set lifespan. After that lifespan has been reached, a cell undergoes apoptosis (programmed cell death). The life(span) of a cell. How does apoptosis work?.