Jan Graffelman

Contact details:

Role

Lecturer

Biography

Jan Graffelman holds a doctorate in Statistics from the Universitat Politècnica de Catalunya and a doctorandus degree in Biology from the Rijksuniversiteit Groningen. He is associate professor at the Department of Statistics and Operaterations Research at the UPC, with statistics teaching responsibilities in the studies of mathematics, statistics and engineering. His fields of research concern biostatistics, statistical genetics, multivariate analysis and compositional data analysis.

Subjects they teach

Subject
Programme
Typology

Statistical Models and Stochastic Processes

Bachelor's Degree in Bioinformatics

Core

Programme:
Bachelor's Degree in Bioinformatics

Description

This course equips students with the concepts required to understand key bioinformatics methods such as the Hidden Markov Model (HMM) and the Generalised Linear Model (GLM) used in NGS data analysis. Previously introduced probability and statistical concepts are developed and extended. Main subjects include: probability distributions, convergence concepts and large sample results; stochastic processes, probability transition matrix and Markov chains; maximum likelihood and Bayesian estimation; hypothesis tests, likelihood ratio tests and multiple testing issues.

Code:
52218

Créditos:
6 ECTS

Language:
English

Type of subject: Core