PPT-Support Vector

Machines Reading Ben Hur and Weston A Users Guide to Support Vector Machines linked from class web page Notation Assume a binary classification problem Instances are represented by vector . Socher. , Bauer, Manning, NG 2013. Problem. How can we parse a sentence and create a dense representation of it? . N-grams have obvious . problems, most important is . sparsity. Can we resolve syntactic ambiguity with context? “They ate . . Daniel . Kroening. and . Ofer. . Strichman. Decision Procedure. . Decision procedures. Decision procedures which we learnt... SAT Solver. BDDs. Decision procedure for equality logic. …. However, what kind of logic do we need to express bit-wise operations and bit-wise arithmetic?. Corpora and Statistical Methods. Lecture 6. Semantic similarity. Part 1. Synonymy. Different phonological. /orthographic. words. highly related meanings. :. sofa / couch. boy / lad. Traditional definition:. integrals. Line . integrals. Surface. . integrals. Volume. . integrals. Integral . theorems. The. . divergence. . theorem. Green’s. . theorem. in . the. . plane. Stoke’s. . theorem. Conservative. Torque. . Angular momentum. . . Angular momentum is conserved!!. Chapter 11: Angular Momentum. Reading assignment: Chapter 11.1 to 11.4. Homework . :. . QQ3, QQ4, AE8, OQ5, 1, 3, 5, 10, 11, 12, 25, 26, 31, 34, 56. @ . Takuki. Nakagawa, . Department of Electronic Engineering The University of Tokyo, Japan and . Tadashi Shibata, . Department of Electrical Engineering and Information Systems The University of Tokyo, Japan . & Subspaces. Kristi Schmit. Definitions. A subset W of vector space V is called a . subspace . of V . iff. The. . zero vector of V is in W.. W. is closed under vector addition, for each . u. . Vector Addition. Vectors can be added together to find the result. Resultant. : a vector representing the sum of two or more vectors. Vector Addition: One-dimension. What is the turtle’s . displacement. B4. :. Athari. Dini Desmona. Hidayatussalamah Pusfakencanasari. Muhammad Zulfikar Azhar. Nadia Iswandari. Rafsae Iqbal Akbar. Rani Monica R.. Regina Melia. Reynaldi H.. Sheilla Selvina. Syaiful Anwar. INTRODUCTION. An approach for classification that was developed in the computer science community in the 1990s.. Generalization of a classifier called the Maximal Margin Classifier.. HYPERPLANE. In a . What do they Try to Solve?. Hyperplanes. Property of the . Hyperplane. Separating . Hyperplane. The Maximal Margin . Hyperplane. . is the . Solution . to the . Optimization Problem. : . Maximal Margin Classifier. Catherine Nansalo and Garrett Bingham. 1. Outline. Introduction to the Data. FG-NET database. Support Vector Machines. Overview. Kernels and other parameters. Results. Classifying Gender. Predicting Age. Control.  . . Vectors. Vectors are invertebrates or . arthropods . or animals . which transmit disease either through ingestion, . injection or . contact. . Nuisance Pests: Cockroach. A female German cockroach only needs to mate once. She can fertilize all the eggs she will produce in her 9 month lifespan and produce about 200 offspring. Mechanical and biological vectors. A vector is an animal that carries a disease from host to host .. . Mechanical vectors. An animals that carries a pathogen from host to host without being infected itself is a mechanical vector ..