1 INTRODUCTION
2 DATA
2.1 PAUS
2.2 ALHAMBRA
3 METHODS
3.1 Machine Learning algorithms
3.2 Analysis
4 ALGORITHM PERFORMANCE
4.1 Training set size dependence
4.2 Number of input bands dependency
4.3 Algorithm comparison
5 RESULTS
5.1 Classification on the PAUS catalog
5.2 Classification on the ALHAMBRA catalog
6 CONCLUSIONS