Mathematical modelling of generalization

This paper surveys certain developments in the use of probabilistic techniques for the modelling of generalization. Some of the main methods and key results are discussed. Many details are omitted, the aim being to give a high-level overview of the types of approaches taken and methods used

Mathematical Modelling of Generalization

Learning with generalization can be modeled using regularization, which was developed for a search of stable solutions of tasks for physics. In learning theory generalization can be understood as a certain kind of stability

Mathematical Modelling of Generalization

This paper surveys certain developments in the use of probabilistic techniques for the modelling of generalization. Some of the main methods and key results are discussed. Many details are omitted, the aim being to give a high-level overview of the types of approaches taken and methods used