Sumários
Expectation-Maximization Method
29 outubro 2015, 14:30 • Jorge Salvador Marques
Probabilistic models with hidden variables. The Expectation-Maximization method.
Bayesian inference
22 outubro 2015, 14:30 • Jorge Salvador Marques
Bayesian inference. Prior and a posteriori distribution. The exponential family and conjugate priors.
Maximum Likelihood method
15 outubro 2015, 14:30 • Jorge Salvador Marques
Maximum likelihood method. Estimation of known distributions. Fisher information matrix and Cramer-Rao bound.
Least Squares method
8 outubro 2015, 14:30 • Jorge Salvador Marques
The least squares method. Least squares energy. Linear models. Normal equations. Orthogonality principle.