Mathematics and data mining with applications in security - 4AMMA431

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Number of hours
- Lectures : 13.5
- Tutorials : -
- Laboratory works : 6.0
- Projects : -
- Internship : -
- Written tests : -
ECTS : 2.5
Officials : Didier BARCELO

Goals

identify and use statisticals tests;
choose and use the appropriate statistical test ;
know algorithm like PCA and be aware of the curse of dimensionality;
manipulate linear regression and logistic regression;
introduce principles of data mining and algorithm of classification and clustering;
be aware of applications in information security.

Content

Principles of statistical tests
Supervised and unsupervised learning,
Linear and logistic regression,
Data mining : Classification and Clustering,
kNN, CAH, SVM, k-means, Dbscan,
Applications in information security,
PCA and curse of dimensionality

Prerequisites

MA331 (Probability and statistic)

Tests

TP
DM
E1 : evaluation
E2 : evaluation, session 2.

Calendar

The course exists in the following branches: