Mathematics and data mining with applications in security - 4AMMA431

Goal(s)

• 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(s)

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

MA331 (Probability and statistic)