Slide 1 Slide 2 Statistical Machine Learning- The Basic Approach and Current Research Challenges Shai Ben-David CS497 February, 2007 Slide 3 A High Level Agenda The purpose…
Slide 1Strathclyde Hyperspectral Imaging Centre Slide 2 Academic: Professor and lecturer Research: 2 post docs (sponsored by Argans and TiC) 2 PhD students (sponsored by…
Slide 1Domain Adaptation with Structural Correspondence Learning John Blitzer Shai Ben-David, Koby Crammer, Mark Dredze, Ryan McDonald, Fernando Pereira Joint work with Slide…
Slide 1Beyond Linear Separability Slide 2 Limitations of Perceptron Only linear separations Only converges for linearly separable data One Solution (SVM’s) Map data into…
Slide 1SVM - Support Vector Machines A new classification method for both linear and nonlinear data It uses a nonlinear mapping to transform the original training data into…
Slide 1SVM — Support Vector Machines A new classification method for both linear and nonlinear data It uses a nonlinear mapping to transform the original training data…
Slide 1Center of Gravity/Mass Center of Gravity (CG): the point around which a body’s weight is equally balanced or distributed in all directions Center of Gravity (CG):…