Pattern detection and characterization for astronomical data through probabilistic modelling and statistical inference

The paper presents several problems coming from astronomy that may be tackled using probability theory and statistics. Due to the nature of data the common question of these problems is what is the pattern hidden in the data. The probabilistic framework allows a statistical and morphological description of these patterns.