Advanced statistics
Diplôme d'ingénieur de l'École supérieure de biotechnologie de Strasbourg (ESBS)Parcours Diplôme d'ingénieur en biotechnologie
Description
Acquire basic skills in multivariate statistics and know how to visualize and analyze High-dimensional data.
Compétences visées
- Interpret and understand regression models
- Understand the multiple testing problem and be familiar with the Bonferroni method and the Benjamini-Hochberg procedure
- Understand the different features of the high dimension reduction techniques : Principal Component Analysis (PCA), Multidimensional Scaling (MDS), Stochastic Neighbour Embedding (SNE)
- Understand clustering methods of High-dimensional data such as : K-means, Agglomerative clustering (dendogram)
Bibliographie
Susan Holmes, Wolfgang Huber. Modern Statistics for Modern Biology. http://web.stanford.edu/class/bios221/book/