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Teaching                                                Math                                                    Code

Prakash Balachandran
Boston University
Department of Mathematics and Statistics
111 Cummington Street
Boston, MA 02215
Phone: (617) 353-9543
Email: prakashb@math.bu.edu
Office: MCS 230

    1. High Dimensional Data Sets: I'm interested in using probability and stochastic processes in the analysis of high dimensional data sets, with particular emphasis on determining the data sets underlying geometric and topological properties.
    2. Machine Learning: Supervised, Semi-supervised, Unsupervised and Reinforcement Learning.  I'm interested in developing techniques which, given a set of input data, allow a computer to learn from it, producing a desired set of output data in an environment which is (semi) supervised by the user, reinforced by the user using rewards and punishments, or completely unsupervised by the user.  In particular, this includes but is not limited to: spectral clustering, inference of probability distributions and stochastic processes from their samples, and estimation of manifold dimension by its samples (everything under noise, of course).
    3. Analysis: All kinds.
    4. Mathematical Finance.