FERRARO MARIA BRIGIDA
(programma)
Introduction to computational statistics and R programming (2 hours)
Methods for Generating Random Variables (6 hours)
Visualization of Multivariate Data (2 hours)
Monte Carlo Integration and Variance Reduction (8 hours)
Monte Carlo methods in Inference (6 hours)
Bootstrap and Jackknife (12 hours)
Permutation Tests (6 hours)
Optimization and solving nonlinear equations (6 hours)
EM optimization methods (2 hours)
Fuzzy clustering algorithms (10 hours)
Group projects (12 hours)
- M. L. Rizzo (2008): Statistical Computing with R. Chapman & Hall, Boca Raton.
- G. H. Givens, J. A. Hoeting (2005): Computational Statistics. Wiley & Sons, Hoboken.
- B. Efron, B.J. Tibshirani (1993): An Introduction to the Bootstrap. Chapman and Hall/CRC.
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