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Assignments Projects |
ENEE
633 / CMSC 828C: Statistical and Neural Pattern Recognition (Fall 2007) |
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Course Outline Assignments Projects |
Class date | Topic |
| 08/29/2007 (Monday) | Overview : Pattern Recognition as a decision theoretic problem, Bayes Decision theory | |
| 09/05/2007 (Wednesday) | Minimax and Neymann Pearson Criterion |
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| 09/10/2007 (Monday) | Probability Distributions | |
| 09/12/2007 (Wednesday) | Maximum Likelihood and Bayes Estimation | |
| 09/17/2007 (Monday) | Gaussian case, Sufficient statistics, Conjugate priors | |
| 09/19/2007 (Wednesday) | Error probabilities and bounds | |
| 09/24/2007 (Monday) | Linear models for regression | |
| 09/26/2007 (Wednesday) | Linear models for classification | |
| 10/01/2007 (Monday) | Linear models for classification | |
| 10/03/2007 (Wednesday) | Linear models for classification | |
| 10/08/2007 (Monday) | Non-parametric techniques : Parzen estimate, Nearest neighbor estimate, Nearest neighbor (NN) rule, Convergence and error bounds of NN rule, k-NN rule | |
| 10/10/2007 (Wednesday) | Kernel methods | |
| 10/15/2007 (Monday) | Kernel methods | |
| 10/17/2007 (Wednesday) | Midterm exam (Topics covered until 10/08/2007 will be included) | |
| 10/22/2007 (Monday) | Support Vector Machines |
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| 10/24/2007 (Wednesday) | Support Vector Machines | |
| 10/29/2007 (Monday) | Graphical Models | |
| 10/31/2007 (Wednesday) | Graphical Models | |
| 11/05/2007 (Monday) | Mixture models and Expectation Maximization (EM) Algorithm | |
| 11/07/2007 (Wednesday) | Mixture models and Expectation Maximization (EM) Algorithm | |
| 11/12/2007 (Monday) | Sampling methods | |
| 11/14/2007 (Wednesday) | Sampling methods | |
| 11/19/2007 (Monday) | Pricipal Component Analysis (PCA), Probabilistic PCA, Kernel PCA and Independent Component Analysis (ICA) | |
| 11/21/2007 (Wednesday) | Wald's sequential probability ratio test | |
| 11/26/2007 (Monday) | Hidden Markov Models | |
| 11/28/2007 (Wednesday) | Hidden Markov Models | |
| 12/03/2007 (Monday) | Clustering techniques | |
| 12/05/2007 (Wednesday) | Combining Models | |
| 12/10/2007 (Monday) | Review |