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Classification by estimating the cumulative distribution function for small data. (arXiv:2210.05953v2 [cs.LG] UPDATED)
Oct. 14, 2022, 1:13 a.m. | Meng-Xian Zhu, Yuan-Hai Shao
cs.LG updates on arXiv.org arxiv.org
In this paper, we study the classification problem by estimating the
conditional probability function of the given data. Different from the
traditional expected risk estimation theory on empirical data, we calculate the
probability via Fredholm equation, this leads to estimate the distribution of
the data. Based on the Fredholm equation, a new expected risk estimation theory
by estimating the cumulative distribution function is presented. The main
characteristics of the new expected risk estimation is to measure the risk on
the …
arxiv classification data distribution function small small data
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