Answer:
Statistical learning theory is the functional analysis, which provide the frame work for machine learning. Basically, it deal with many problems in the data to find the predictive function.
This theory basically used in computer application like in artificial intelligence technology and machine learning application.
Statistical learning theory are based on small set of data with attributes and it helps in to reduce the assume prediction error.