Department of Biological Sciences

Lecturer	Mohcen MENAA
Information	Master - Plant biology and environment Department of Biological Sciences Website : https://www.univ-soukahras.dz/en/module/3293 Semester : S3 Unit : M4BVE Credit : 3 Coefficient: 2
Content	Chapter 01: Simple linear regression 1.1 Introduction 1.2 Statistical modeling 1.3 Least-squares estimators 1.4 Geometric interpretations 1.5 Statistical inference 1.6. examples Chapter 02: Multiple linear regression 2.1 Introduction 2.2 Modeling 2.3 Least squares estimators 2.4 Geometric interpretation 2.5. Examples Chapter 03: Principal component analysis 3.1. Principle of PCA 3.2. Variable representation 3.3. Representation of individuals 3.4. Using PCA 3.5. Choosing the number of factorial axes Chapter 04: Correspondence factor analysis 4.1. Principle of CFA 4.2. Distance from x2 4.3 Inertia of the scatterplot 4.4. Graphical representation and interpretation Chapter 05: Multiple Correspondence Analysis
Evaluation	Final exam 50% Practical work 50% Practical work 100% : 50% Practical work reports. 25 % Tests. 25 % Attendance.