PPT-Sequential Minimal Optimization

Advanced Machine Learning Course 2012 Fall Semester Tsinghua University Goal Implement SMO algorithm to classify the given set of documents as one of two classes 1 or 1 X i N dimension vector. Includes material S Russell P Norvig 19952003 with permission CITS4211 S equential Decision Problems Slide 167 brPage 2br 1 Sequential decision problems Previously concerned with single decisions where utility of each actions outcome is known This Platt Microsoft Research jplattmicrosoftcom Technical Report MSRTR9814 April 21 1998 1998 John Platt ABSTRACT This paper proposes a new algorithm for training support vector machines Sequential Minimal Optimization or SMO Training a support vector Platt Microsoft Research jplattmicrosoftcom Technical Report MSRTR9814 April 21 1998 1998 John Platt ABSTRACT This paper proposes a new algorithm for training support vector machines Sequential Minimal Optimization or SMO Training a support vector Asynchronous Sequential Logic 81 Chapter 8 Asynchronous Sequential Logic Brief Introduction Introduction An asynchronous sequential circuit is a sequential circuit whose behavior de pends only on the order in wh and Sequential Data Sequential Data •Often arise through measurement of time series •Snowfall measurements on successive days in Buffalo •Rainfall measurements in Chirrapunji •Dail Assume that we wish to compute. using the sequential instead of the batch algorithm. Given a set of initial conditions:. There is no . obs. at so we first do a measurement update.. Compute:. Conversion of the Sequential Filter into an Epoch State Filter. CS482, CS682, MW 1 – 2:15, SEM 201, MS 227. Prerequisites: 302, 365. Instructor: . Sushil. Louis, . sushil@cse.unr.edu. , . http://www.cse.unr.edu/~sushil. Question . Are reflex actions rational? . Shao. . Guangqing. Outline . Time. Attitudes to: Sequential . and Synchronic. Sequential. Synchronic. Sequential cultures Vs Synchronic . cultures. Conclusion. Time . Time is one of the most precious commodities in today’s modern world, however the value we give to time and how we manage our day by it is not universal. . Example of a Sequential Circuit. D flip-flops. Example: . Start with A=0, B=0, x=0.. A(next)=0. B(next)=0. Y(next)=0. What . are. . A(next), . B(next) and y(next) . given that A=1, B=1 and X=1?. D flip-flops. By. Dr. Mahima Singh. What we will cover:. What are minimal pairs?. Why do we have difficulty with minimal pairs?. Why learn to pronounce them correctly?. How to improve pronunciation?. Some resources for classroom. . . Music. At the beginning of the 20. th. century, composers . tried to break free from . tradition. But a . group of American composers went back to . basics: . rhythm + pitch = music. . Minimal music . PSY505. Spring term, 2012. March 26, 2012. Today’s Class. Sequential Pattern Mining. Related to. Association Rule Mining. MOTIF Extraction. Similarities. MOTIF Extraction can be seen as a type of sequential pattern mining. Classification of algorithms. The DIRECT algorithm. Divided rectangles. Exploration and Exploitation as bi-objective optimization. Application to High Speed Civil Transport. Global optimization issues.