Advanced Statistical Techniques

Catalogue des cours de Télécom SudParis

Code

IGSE IMA 7001

Niveau

MSc

Graduate

PostGraduate

Domaine

Image

Programme

Master of Science

Langue

Anglais/English

Crédits ECTS

6

Heures programmées

24

Charge de travail

90

Coordonnateur(s)

Département

  • Electronique et Physique

Equipe pédagogique

Acquis d'apprentissage

- To carry out a bibliographical study on more advanced statistical techniques than those studied in MAT7007 and IMA4511 in order to improve the research work started in the Scientific Project (IMA7505).
- To do oral presentations of the bibliography carried out.
- The student will be evaluated in terms of the understanding of such techniques and on their proposals for exploiting them on the specific context of their Scientific Project, during oral presentations and also via the associated written report.

Contenu

- Kernel Methods & Support Vector Machines
- Decision Trees
- Random Forests
- Advanced Clustering Algorithms (graph based, sequence clustering, etc.)
- Conditional Random Fields vs. Hidden Markov Models

Prérequis

- The course “Application of Statistical Methods” (MAT7007)

Evaluation

Evaluation is based on a report and an oral presentation.

Fiche mise à jour le 11/07/2017