Department of Biological Sciences

Lecturer	Mohcen MENAA
Information	Master - Animal ecotoxicology Department of Biological Sciences Website : https://www.univ-soukahras.dz/en/module/3276 Semester : S3 Unit : UEM1 Credit : 3 Coefficient: 2
Content	-Part One- INTORDUCTION 1.1. What is data mining? 1.2. What is data mining used for? -Part Two- LINEAR REGRESSION Chapter 01: Simple Linear Regression 1.1. Introduction 1.2. Statistical modelling 1.3. Least Squares Estimators 1.4. Geometrical Interpretations 1.5. Statistical inference 1.6. Examples Chapter 02: Multiple Linear Regression 2.1. Introduction 2.2. Modelling 2.3. Least squares estimators 2.4. Geometric interpretation -Part TwoFACTOR ANALYSIS Chapter 03: Principal Component Analysis 3.1. Principle of the ACP 3.2. Representation of variables Representation of Individuals 3.4. Use of PCA 3.5. Choosing the Number of Factor Axes Chapter 04: Correspondence Factor Analysis 4.1. Principle of the FTA 4.2. x2 Distance 4.3. Point Cloud Inertia 4.4. Graphical representation and interpretation Chapter 05: Multiple Correspondence Analysis 5.1. Principle of CCA 5.2. Distance of x2 5.3. Point Cloud Inertia 5.4. Graphical representation and interpretation
Evaluation	100% Practices: 50% TP Reports. Works 25% Tests. 25% Attendance