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Statistical testing of segment homogeneity in classification of piecewise-regular objects

Andrey V. SavchenkoNatalya S. Belova — 2015

International Journal of Applied Mathematics and Computer Science

The paper is focused on the problem of multi-class classification of composite (piecewise-regular) objects (e.g., speech signals, complex images, etc.). We propose a mathematical model of composite object representation as a sequence of independent segments. Each segment is represented as a random sample of independent identically distributed feature vectors. Based on this model and a statistical approach, we reduce the task to a problem of composite hypothesis testing of segment homogeneity. Several...

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