PPT-Algorithms for Large

Sequential IncompleteInformation Games Tuomas Sandholm Professor Carnegie Mellon University Computer Science Department Most realworld games are incompleteinformation games with sequential amp simultaneous moves. Brian Chase. Retailers now have massive databases full of transactional history. Simply transaction date and list of items. Is it possible to gain insights from this data?. How are items in a database associated. Some of the fastest known algorithms for certain tasks rely on chance. Stochastic/Randomized Algorithms. Two common variations. Monte Carlo. Las Vegas. We have already encountered some of both in this class. 1. Graph Algorithms. Many problems are naturally represented as graphs. Networks, Maps, Possible paths, Resource Flow, etc.. Ch. 3 focuses on algorithms to find connectivity in graphs. Ch. 4 focuses on algorithms to find paths within graphs. L. á. szl. ó. . Lov. á. sz. . Eötvös. . Lor. ánd. . University, Budapest . May 2013. 1. Happy Birthday Ravi!. May 2013. 2. Cut norm . of . matrix A. . . n. x. n. :. The Weak Regularity Lemma. Modern Algorithms. Modern global placement algorithms:. Can handle extremely large netlists. Use analytic techniques. 2. 3. Two . families: . Modern Algorithms. Quadratic . placers. Non-convex . optimization placers . 1. Evolutionary Algorithms. CS 478 - Evolutionary Algorithms. 2. Evolutionary Computation/Algorithms. Genetic Algorithms. Simulate “natural” evolution of structures via selection and reproduction, based on performance (fitness). L. á. szl. ó. . Lov. á. sz. . Eötvös. . Lor. ánd. . University, Budapest . May 2013. 1. Happy Birthday Ravi!. May 2013. 2. Cut norm . of . matrix A. . . n. x. n. :. The Weak Regularity Lemma. Instructor: Arun Sen. Office: BYENG . 530. Tel: 480-965-6153. E-mail: asen@asu.edu. Office Hours: . MW 3:30-4:30 or by appointment. TA: . TBA. Office. : TBA. Tel: . TBA. E-mail: . TBA. Office Hours. : . Problem - a well defined task.. Sort a list of numbers.. Find a particular item in a list.. Find a winning chess move.. Algorithms. A series of precise steps, known to stop eventually, that solve a problem.. 10 Bat Algorithms Xin-She Yang, Nature-Inspired Optimization Algorithms, Elsevier, 2014 The bat algorithm (BA) is a bio-inspired algorithm developed by Xin-She Yang in 2010. 10.1 Echolocation of Bats B. . Aditya. . Prakash. http://www.cs.cmu.edu/~badityap. Christos . Faloutsos. http://www.cs.cmu.edu/~christos. Carnegie Mellon University. Networks are everywhere!. Human Disease Network [. Barabasi. The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand Tutorial 1. Chengyu Lin. 1. About me. Name: . Chengyu Lin. Email: . cylin. @cse.cuhk.edu.hk. Office: SHB . 117. Office hour: Friday . 14:00 . – . 16:00. You can always send me emails to make appointments. 7/12/2014. CSE651C, B.Ramamurthy. 1. Big-Data computing. 7/12/2014. 2. What is it?. Volume, velocity, variety, veracity (uncertainty) (Gartner, IBM). How is it addressed? . Why now? . What do you expect to extract by processing this large data?.