Aim Functions and Sequential Estimation of the Source Model for Universal Coding

The aim functions proposed earlier are used to analyze the properties of multimodel universal coding with the sequential estimation of the source model and to develop the algorithms of fuzzy estimation and weighted fuzzy estimation. For the set of context-tree models and estimation or fuzzy estimation algorithms, the same upper bound of the maximal individual redundancy of coding of any message is derived.