1. A universal pattern processing system receiving input data and producing output patterns that are best associated with said input data, comprising: an input unit configured to input and process said input data and a set of models, each model in said set of models representing a different event; a universal pattern decoder unit comprising a transforming unit, said universal pattern decoder unit being configured to transform, in a processor in a computer, models using the input data and to associate output patterns with original models that are changed a least amount during the transforming, said universal pattern decoder unit being configured to select criteria for training said set of models and selecting control parameters, which control how fast and to what degree a model is transformed while the model is exposed to the input data; and an output unit configured to output best associated patterns chosen by the universal pattern decoder unit, wherein said universal pattern decoder unit associates one of text data, an audio signal, a video signal, and a biometric signal of said input data with one of decoded words for speech recognition, a translation, and a biometric for a speaker identification of said output patterns.