Code
IGSE IMA 7001
Level
MSc
Graduate
PostGraduate
Domain
Image
Program
Master of Science
Language
Anglais/English
ECTS Credits
6
Class hours
24
Workload
90
Program Manager(s)
Department
- Electronique et Physique
Educational team
Organisation
Cours/TD/TP/projet/examen : 66Learning objectives
- 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.
Prerequisites
- The course “Application of Statistical Methods” (MAT7007)
Content
- Kernel Methods & Support Vector Machines
- Decision Trees
- Random Forests
- Advanced Clustering Algorithms (graph based, sequence clustering, etc.)
- Conditional Random Fields vs. Hidden Markov Models
Evaluation
Evaluation is based on a report and an oral presentation.