Partha Niyogi Monday, February 12, 2001 Kernel Based Machines for Pattern Classification This talk will provide a part-tutorial presentation of the pattern classification problem and its formulation within the framework of Support Vector Machines. We will discuss the application of such algorithms to recognizing acoustic patterns and the issues that might arise when such algorithms are used for pattern recognition problems in bio informatics.