Parametric and nonparametric structural models of innovative activity are proposed. Parametric model used for approaching the structure of regions is represented as a mixture of lognormal probability density functions. The variable of the model is shipped innovative products per capita, the important innovative activity indicator. Fuzzy logic approach in nonparametric cluster model provides the description of the industrial branches structure which is more comprehensive than traditional classification.