ABSTAT14

Advanced Biostatistics for Bioinformatics Tool Users using R

Detailed description
Mon, Sep 15th
Day #1
09:30 - 10:00 Introduction to the course and self presentation of the participants
10:00 - 11:00 Quick review of Statistical Concepts needed in the course (prerequisites)
11:00 - 11:30 Coffee Break
11:30 - 12:30 Simulation modeling methodologies
12:30 - 14:00 Lunch Break
14:00 - 16:00 Monte Carlo and Bootstrap methods
- Confidence intervals and hypothesis tests - parametric approach
16:00 - 16:30 Tea Break
16:30 - 18:00 Monte Carlo and Bootstrap methods II
- Confidence intervals and hypothesis tests – non-parametric approach
Tue, Sep 16th
Day #2
09:30 - 10:00 Wrap-up of Day #1
10:00 - 11:00 Bayesian inference
Bayes’ theorem. Principles of Bayesian methodology. Gibbs Sampling.
11:00 - 11:30 Coffee Break
11:30 - 12:30 Bayesian inference
12:30 - 14:00 Lunch Break
14:00 - 16:00 Statistical inference
Expectation-Maximization (EM) algorithm
16:00 - 16:30 Tea Break
16:30 - 18:00 Statistical inference
Applications
Wed, Sep 17th
Day #3
09:30 - 10:00 Wrap-up of Day #2
10:00 - 11:00 Multivariate data analysis
Organising multivariate data.
Principal component analysis.
Factorial analysis.
11:00 - 11:30 Coffee Break
11:30 - 12:30 Multivariate data analysis (cont)
12:30 - 14:00 Lunch Break
14:00 - 16:00 Multiple testing issues
Corrections for multiple testing. Issues.
16:00 - 16:30 Tea Break
16:30 - 18:00 Multiple testing issues.
Assessing correction effectiveness.
Thu, Sep 18th
Day #4
09:30 - 10:00 Wrap-up of Day #3
10:00 - 11:00 Statistical Methods for NGS Data
Introduction
11:00 - 11:30 Coffee Break
11:30 - 12:30 Statistical Methods for NGS Data
Data quality assessment. Normalisation.
12:30 - 14:00 Lunch Break
14:00 - 16:00 Statistical Methods for NGS Data Characterisation of differential gene expression. Classification.
16:00 - 16:30 Tea Break
16:30 - 18:00 Final wrap-up session.
Course Homepage

Instituto Gulbenkian de Ciência,

Apartado 14, 2781-901 Oeiras, Portugal

GTPB Homepage

IGC Homepage

Last updated:   July 25th 2014