Master [120] in Statistics: General - Detailed programme by subject

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      Core study

Cours obligatoires de statistique (32 credits)

LSTAT2020 Statistical softwares and basic statistical programming

FR q1 15h+15h 4 credits

LSTAT2190 Concepts and treatment of random vectors

FR q1 15h+7.5h 4 credits

LSTAT2100 Discrete data analysis.

FR q2 30h+7.5h 5 credits

LSTAT2110 Data Analysis

FR q1 30h+7.5h 5 credits

LSTAT2120 Linear models

EN q1 30h+7.5h 5 credits   > French-friendly
Teacher(s):

> Christian Hafner

Christian Hafner

LSTAT2130 Introduction to Bayesian statistics

EN q2 22.5h+7.5h 5 credits

LSTAT2140 Non parametric statistics [M]

FR q1 15h+5h 4 credits   > English-friendly

Cours au choix
Le programme doit être complété par au minimum 8 cours au choix de cette liste, dont au moins 2 cours de statistique computationnelle et au moins 3 cours de modélisation statistique.

Statistique computationnelle
Choisir minimum 2 cours parmi :

LDATS2030 Statistique et data sciences avec R: Programmation avancée

FR q2 15h+15h 4 credits

LSTAT2185 Numerical Methods for Statistics: Optimization, Simulations and the Bootstrap [M]

EN q1 30h+15h 5 credits   > French-friendly

LSTAT2340 Statistical Analyses of -omics Data [M]

FR q2 30h+10h 5 credits   > English-friendly

LDATS2350 Data Mining

EN q2 15h+15h 4 credits

Modélisation statistique
Choisir minimum 3 cours parmi :

LSTAT2170 Times series

EN q2 30h+7.5h 5 credits

LSTAT2210 Mixed linear models

FR q1 15h+7.5h 4 credits

LSTAT2150 Nonparametric statistics: smoothings methods

EN q1 15h+5h 4 credits

LSTAT2220 Analysis of survival and duration data

FR q1 15h+5h 4 credits   > English-friendly

LSTAT2230 Advanced survival models

EN q2 15h+5h 4 credits

Collecte de données et design expérimental

LSTAT2200 Survey and Sampling

FR q2 15h+5h 4 credits

LSTAT2310 Statistical quality control.

FR q1 15h+5h 4 credits   > English-friendly

LSTAT2320 Design of experiment. [M]

FR q2 30h+10h 5 credits   > English-friendly

LSTAT2330 Statistics in clinical trials.

FR q2 22.5h+7.5h 5 credits

Philosophie
Choisir maximum un cours parmi:

LFILO2003E Ethics in the Sciences and technics (sem)

FR q2 15h+15h 2 credits

LSC2001 Introduction to contemporary philosophy

FR q2 30h 2 credits
Teacher(s):

> Charles Pence

> Peter Verdée

Charles Pence

, Peter Verdée

LSC2220 Philosophy of science

EN q2 30h 2 credits
Teacher(s):

> Alexandre Guay

Alexandre Guay

Optional courses :
These credits are not counted within the 120 required credits.

LSST1001 IngénieuxSud

FR q1+q2 15h+45h 5 credits
Teacher(s):

> Stéphanie Merle

> Jean-Pierre Raskin

Stéphanie Merle

, Jean-Pierre Raskin

LSST1002M Information and critical thinking - MOOC

FR q2 30h+15h 3 credits
Professional Focus [30.0]

Content:

LSTAT2820 Mémoire en statistique

FR q1 or q2 20 credits

LSTAT2380 Statistical consulting

EN q1+q2 30h 5 credits > French-friendly

LSTAT2040 Statistical analysis

FR q2 30h+15h 5 credits
Teacher(s):

> Anouar El Ghouch

Anouar El Ghouch
Options
- Fundamentals
  
  Content:
  
  LSTAT2440 Inference and Data Reduction
  
  EN q1 15h+7.5h 4 credits
  
  LDATS2450 Statistical learning. Estimation, selection and inference [C]
  
  EN q2 30h+7.5h 5 credits
  
  LDATS2470 Statistical Machine Learning and High Dimensional Data Analysis
  
  EN q2 15h 3 credits
  
  LMAT1371 Probability Theory
  
  FR q2 30h+22.5h 5 credits
  Teacher(s):
  
  > Karim Barigou
  
  Karim Barigou
  
  LINMA2470 Stochastic modelling
  
  EN q2 30h+22.5h 5 credits > French-friendly
-       Statistics in Action
  
  Content:
  
  LSTAT2390 Applied statistics workshops
  
  EN q1+q2 15h 3 credits   > French-friendly
  
  Stage ou travail d'application
  
  LSTAT2920 Stage ou travail d'application
  
  FR q1 or q2 5 credits
  
  Cours à thème "Data Sciences - Machine Learning"
  
  LDATS2360 Seminar in data management: basic
  
  FR q1 15h+10h 4 credits
  
  LDATS2310 Deep learning for Insurance and Finance
  
  FR q2 15h 3 credits   > English-friendly
  
  LELEC2870 Machine learning : regression, deep networks and dimensionality reduction
  
  EN q1 30h+30h 5 credits   > French-friendly
  Teacher(s):
  
  > John Lee
  
  > Michel Verleysen
  
  John Lee
  
  , Michel Verleysen
  
  LINFO2262 Machine Learning :classification and evaluation
  
  EN q2 30h+30h 6 credits   > French-friendly
  
  LINMA2222 Stochastic Optimal Control and Reinforcement Learning [C]
  
  EN q1 30h+22.5h 5 credits
  
  Cours à thème "Economie et Actuariat"
  
  LECON2601 Advanced Econometrics II - Time Series Econometrics
  
  EN q2 30h 5 credits
  
  LECON2602 Advanced Econometrics II - Microeconometrics
  
  EN q2 30h 5 credits
  Teacher(s):
  
  > William Parienté
  
  William Parienté
  
  LACTU2210 Quantitative Risk Management
  
  EN q2 30h 5 credits   > French-friendly
  
  LACTU2010 Property and casualty insurance actuarial science [M]
  
  FR q1 45h+7.5h 7 credits
  
  Cours à thème "Sciences Humaines"
  Les cours LDEMO2402 et LSOC2095 sont toujours à suivre conjointement.
  
  LGEO2211 Advanced statistical methods in geography
  
  FR q1 30h+30h 5 credits
  Teacher(s):
  
  > Christian Hafner
  
  Christian Hafner
  
  LPSYS2144 Data analysis: measure patterns
  
  FR q1 45h+15h 6 credits
  Teacher(s):
  
  > Gaëtane Caesens
  
  > Massimo Penta
  
  Gaëtane Caesens
  
  , Massimo Penta
  
  LDEMO2402 Méthodologie de collecte de données par enquêtes quantitatives (dont sondage)
  Ce cours est à prendre obligatoirement avec LSOC2095
  
  FR q2 30h 4 credits
  Teacher(s):
  
  > Bruno Schoumaker
  
  Bruno Schoumaker
  
  LSOC2095 Techniques approfondies d'enquête extensive et de sondage en sociologie : atelier d'exercices
  Ce cours est à prendre obligatoirement avec LDEMO2402
  
  FR q2 15h 2 credits
Preparatory Module (only for students who qualify for the course via complementary coursework)

To access this Master, students must have a good command of certain subjects. If this is not the case, in the first annual block of their Masters programme, students must take supplementary classes chosen by the faculty to satisfy course prerequisites.

Bloc intégré de probabilité, statistique et mathématique

LSTAT2011 Éléments de mathématiques pour la statistique

FR q1 15h+15h 3 credits

LSTAT2014 Elements of probability and mathematical statistics

FR q1 22.5h+22.5h 5 credits

Cours de mathématique

LINGE1114 Introduction to mathematical modelling : analysis [M]

FR q1 30h+30h 5 credits

LINGE1121 Introduction to mathematical modelling : algebra [M]

FR q1 30h+30h 5 credits

Cours d'informatique

LECGE1215 Computing and information systems [M]

FR q2 30h+20h 4 credits

Cours de Probabilité et Statistique

LINGE1113 Data analysis : Probability [M]

FR q2 30h+15h 4 credits

LINGE1214 Further Statistics [M]

FR q1 30h+15h 4 credits
Teacher(s):

> Christian Hafner

Christian Hafner

LINGE1221 Econometrics [M]

FR q2 30h+15h 5 credits
Teacher(s):

> Sébastien Van Bellegem

Sébastien Van Bellegem

LINGE1222 Multivariate Statistical Analysis [M]

FR q2 30h+15h 4 credits

LMAT1271 Calculation of probability and statistical analysis

FR q2 30h+30h 6 credits > English-friendly

LPSP1209 Statistics, inference on one or two variables

FR q1 22.5h+15h 4 credits

LPSP1306 Statistics: descriptive analysis and GLM multivariate data modeling

FR q2 30h+15h 4 credits

LMAFY1101 Data exploration and introduction to statiscal inference

FR q2 30h+30h 5 credits
Teacher(s):

> Anouar El Ghouch

Anouar El Ghouch

Cours d'anglais

LANGL1330 English intermediate level - 1st part

EN q1 or q2 20h 3 credits
Teacher(s):

> Stéphanie Brabant

> Estelle Dagneaux

> Jean-Luc Delghust

> Aurélie Deneumoustier

> Fanny Desterbecq

> Marie Duelz

> Claudine Grommersch

> Sandrine Mulkers (coord.)

> Marc Piwnik (coord.)

> Françoise Stas

> Anne-Julie Toubeau

Stéphanie Brabant

, Estelle Dagneaux

, Jean-Luc Delghust

, Aurélie Deneumoustier

, Fanny Desterbecq

, Marie Duelz

, Claudine Grommersch

, Sandrine Mulkers (coord.)

, Marc Piwnik (coord.)

, Françoise Stas

, Anne-Julie Toubeau