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Estimation of the recognition quality in the presence of a single learning sample of a limited size

  • Statistical Radio Physics
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Abstract

The problem of estimating recognition quality is considered in the case when a researcher has a single learning sample with a limited size and unknown laws of distribution of objects in the attribute space. For this case, a recognition characteristic and a scalar quality index are proposed. The analysis of the proposed characteristic and the quality index is performed. A method for forming the estimates of the above characteristics from a single learning sample with a limited size and an unknown distribution law is presented.

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Additional information

Original Russian Text © M.E. Prokhorov, 2007, published in Radiotekhnika i Elektronika, 2007, Vol. 52, No. 1, pp. 28–32.

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Prokhorov, M.E. Estimation of the recognition quality in the presence of a single learning sample of a limited size. J. Commun. Technol. Electron. 52, 24–27 (2007). https://doi.org/10.1134/S1064226907010044

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  • DOI: https://doi.org/10.1134/S1064226907010044

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