In this paper we suggest an efficient method to estimate the distribution function using the Bezier curve, and compare it with existing methods by simulation studies. In addition, we suggest a robust version of crossvalidation criterion to estimate the number of Bezier points, and showed that the proposed method is better than the existing methods based on simulation studies.
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