METHOD AND SYSTEM OF DESIGNING MEMRISTOR-BASED NAIVE BAYES CLASSIFIER AND CLASSIFIER

    公开(公告)号:US20230334824A1

    公开(公告)日:2023-10-19

    申请号:US17775591

    申请日:2021-05-07

    CPC classification number: G06V10/764 G06V10/955

    Abstract: A method and a system of designing a memristor-based naive Bayes classifier and a classifier belonging to the field of information technology are provided. The method includes: constructing a naive Bayes classifier including a memristor array of M rows by 2N columns, where M is the number of classification types, and N is the number of pixels in a picture; calculating the number hj,2i−1 of the pixel value of 0 and the number hj,2i of the pixel value of 1 in an ith pixel in the jth training sample, where j=1, 2, . . . , and M; and applying hj,2i−1 pulses to a memristor Rj,2i−1 in a jth row and a 2i−1th column to modulate the conductance of the memristor Rj,2i−1 and applying hj,2i pulses to a memristor Rj,2i in the jth row and a 2ith column to modulate the conductance of the memristor Rj,2i.

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