La ligne SMIS organise la 5è édition de sa formation à l’analyse des données de microspectroscopie infrarouge qui se tiendra à SOLEIL du mercredi 24 octobre au vendredi 26 octobre 2018.
Les cours seront donnés en anglais et aborderont les principales techniques d’analyse statistique multivariée et d’apprentissage machine telles que l’analyse en composante principale, des méthodes de classification, de régression et d’intelligence artificielle. Le prétraitement des spectres infrarouges sera également abordé.
Cette année une place importante sera donnée à l’analyse des données d’imagerie spectrale à l’aide du logiciel libre Orange.
Programme
|
October 24th, 2018 |
|
|
October 25th, 2018 |
|
|
October 26th, 2018 |
08:00 – 08:30 |
Welcome |
|
|
|
|
|
|
08:30 - 10:30 |
SESSION 1: Introduction to multivariate statistical analysis for IR: |
|
08:30 – 10:30 |
SESSION 1: Principal Component Analysis: theory |
|
08:30 – 09:30 |
SESSION 1: Imaging: Theory |
10:30 – 10:45 |
Coffee break |
|
10:30 – 10:45 |
Coffee break |
|
09:30 – 09:45 |
Coffee break |
10:45 – 12:15 |
SESSION 2: Preparing data: |
|
10:45 – 12:45 |
SESSION 2: Principal Component Analysis: practical (Unscrambler X) |
|
09:45 – 11:45 |
SESSION 2: Imaging: |
12:15 – 13:30 |
Lunch |
|
12:45 – 13:45 |
Lunch |
|
11:45 – 12:15 |
Discussion and conclusions |
13:30 – 14:30
14:30 – 15:30 |
SESSION 3: Introduction to unsupervised clustering methods.
SESSION 4: Introduction to Orange and Unscrambler software |
|
13:45 – 15:45 |
SESSION 3: Introduction to Supervised Regression and Classification methods: |
|
|
|
15:30 – 15:45 |
Coffee break |
|
15:45 – 16:00 |
Coffee break |
|
|
|
15:45 – 17:45 |
SESSION 5: Unsupervised clustering methods
|
|
16:00 – 17:30
17:30 – 18:00 |
SESSION 4: Advanced clustering methods
BEAMLINE VISIT |
|
|
|
Organizing Committee:
Teachers, SMIS beamline:
Ferenc BORONDICS
Christophe SANDT
Marko TOPLAK
Local organizing:
Frédérique FRAISSARD
Sylvie KOGUC
Registration online (the registration is limited to 16 participants)
The course will be entirely free (including lunches).
Travel, accommodation and dinner will be at participant expenses.
Registration Fees | FREE |
SOLEIL Guest House | 35,00 € (including night and breakfast) |
Dinner at SOLEIL canteen | 12,00 € |
The number of seats is limited. An application form is required during registration.
According the number of applications, the scientific committee will do a selection.
Accommodation
SOLEIL Guest House
L'Orme des Merisiers - 91190 GIF / YVETTE
Tel: +33(0)1 69 35 82 00
Email: hebergement@synchrotron-soleil.fr
Night and breakfast: 35 €
Access to SOLEIL
If you come by car:
Geographical address:
Synchrotron SOLEIL
L’Orme des Merisiers
Rond point du Golf de Saint Aubin
91190 Saint Aubin
Location coordinates:
Latitude : 48.711922
Longitude : 2.146156
Intersection between RD306 and D128
If you come by Public Transports:
From PARIS and CHARLES-DE-GAULLE Airport: RER B direction to SAINT-RÉMY-LÈS-CHEVREUSE and stop at:
"MASSY-PALAISEAU" station - BUS n°91-06 B ou C direction to SAINT-QUENTIN GARE, stop at “L’ORME DES MERISIERS”;
"LE GUICHET" station - walk to the bus station, take bus n°9, direction to SACLAY, stop at "L’ORME DES MERISIERS";
"GIF SUR YVETTE" station, take bus n° 10, stop at "SAINT AUBIN";
From ORLY Airport : ORLYVAL train, stop at ANTONY, take the RER B (then same as above) or BUS n°91-10 direction "Christ / N306, Saclay", stop at "L'ORME DES MERISIERS" (around 1h - end of service at 9 p.m).