PPT-Advancing Heuristics for Search over Graphical Models

William Lam Final Defense March 16 2017 Committee Rina Dechter Alexander Ihler Sameer Singh Collaborators Rina Dechter Kalev Kask Javier Larrosa Alexander Ihler Thesis Contributions. brPage 3br Understanding Heuristics Symantecs Bloodhound Technology Introduction The word heuristic was initially coined by the Greeks its original form was heuriskein which meant to discover Today the term is used almost exclusively in computer sci An International Human Rights Funders Group, Foundation Center, . Ariadne. : European Funders for Social Change and Human Rights , and International Network of Women’s Funds Initiative. What is IHRFG?. 1. . HEURISTICS FOR PROCESS SYNTHESIS. Ref:. . Seider. , Seader and Lewin (2004), Chapter 5. Heuristics . 2. Introduction. Chemical reaction (to eliminate differences in molecular type). Mixing and recycle (to distribute the chemicals). Graphical Model Inference. View observed data and unobserved properties as . random variables. Graphical Models: compact graph-based encoding of probability distributions (high dimensional, with complex dependencies). By. Farnoosh Davoodi. 1. Agenda. Min Knapsack Problem. 2 approximation greedy algorithm. Proof . 3/2 approximation greedy algorithm. Proof. Another improved heuristic. Heuristics for the O-1 Min-Knapsack Problem. Subproblem. of Pm | . prec. , . p. j. = 1 | . C. max. Outline. Introduction. Approach. CP and LNS heuristics. HLF heuristics. Numerical results. Pm | . prec. , . p. j. = 1 | . C. max. Problem: find the . Basic Elements. What is Web Design. Design is the process of collecting ideas, and aesthetically arranging and implementing them, guided by certain principles for a specific purpose. Web design is a similar process of creation, with the intention of presenting the content on electronic web pages, which the end-users can access through the internet with the help of a web browser.. Tamara L Berg. CSE 595 Words & Pictures. Announcements. HW3 . online tonight. Start thinking about project ideas . Project . proposals in class Oct 30 . . Come to office hours . Oct. 23-25 . to discuss . Automated Reasoning with Graphical models. Rina. Dechter. Bren school of ICS. University of California, Irvine. ICS 90 . November 2016. Agenda. My work in AI. How did I get to AI?. 2. ICS-90, 2016. Knowledge representation and Reasoning. Hui Ping, Xuan Qi, . Chuan. Yin. Contents . Tricks of the trade. How good are these tricks?. The tactics. Create a phantom. Set a rationalization trap. Manufacture source credibility and sincerity. Establish a granfalloon. Qi Lou, Rina . Dechter. , Alexander . Ihler. Feb. 8, 2017. 1. Guideline. Anytime bounds for the partition function of a graphical model.. Estimate (bound) the partition function as a heuristic search problem on AND/OR search trees. Comparison of Strategies for Scalable Causal Discovery of Latent Variable Models from Mixed Data Vineet Raghu , Joseph D. Ramsey, Alison Morris, Dimitrios V. Manatakis, Peter Spirtes, Panos K. Chrysanthis, Clark Glymour, and Panayiotis V. Benos Many heuristics have been developed to address some particular issues related to user interface designs. For example, Pinelle et al. [11] had developed a set of ten heuristics for video game design. T Asst. . Prof.. . Dr.. Ahmet ÜNVEREN. 20. 20. -20. 21. . FALL. . Dr. . Ünveren. 1. Practical Issues . The lecturer. Asst. . Prof.. . Dr.. Ahmet ÜNVEREN . E-mail: . ahmet. .unveren@emu.edu.tr.