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Convolution of a symmetric log-concave distribution and a symmetric bimodal distribution can have any number of modes

Charles Arnal

Abstract

In this note, we show that the convolution of a discrete symmetric log-concave distribution and a discrete symmetric bimodal distribution can have any strictly positive number of modes. A similar result is proved for smooth distributions.

Convolution of a symmetric log-concave distribution and a symmetric bimodal distribution can have any number of modes

Abstract

In this note, we show that the convolution of a discrete symmetric log-concave distribution and a discrete symmetric bimodal distribution can have any strictly positive number of modes. A similar result is proved for smooth distributions.

Paper Structure

This paper contains 4 sections, 4 theorems, 15 equations, 5 figures.

Key Result

Theorem 1.1

Let $n\in\mathbb{N}$ be greater or equal to $1$. Then there exists a discrete log-concave distribution $p_n$ and a discrete bimodal distribution $q_n$, both symmetric about $0$, such that their convolution $p_n* q_n$ has exactly $n$ modes.

Figures (5)

  • Figure 1: Case $n=6$. The $\bullet$ correspond to $\tilde{q_6}$, the $\times$ to $\tilde{p_6}$ and the $+$ to where they take the same value.
  • Figure 2: The convolution product $\tilde{p_n}*\tilde{q_n}$ in the case $n=6$.
  • Figure 3: Case $n=7$. The $\bullet$ correspond to $\tilde{q_7}$, the $\times$ to $\tilde{p_7}$ and the $+$ to where they take the same value.
  • Figure 4: The graph of $h_N:x \mapsto \frac{1}{1+\exp(\frac{Nx}{x^2-1})}1_{\{-1< x < 1\}} + 1_{\{x\geq1\}}$ for $N=10$.
  • Figure 5: The graph of $\tilde{g}_n^N$, which serves as a smooth approximation of $\Phi(\tilde{q}_n)$, for $n=5$ and $N=10$.

Theorems & Definitions (11)

  • Theorem 1.1
  • Theorem 1.2
  • Remark 1.3
  • Remark 2.1
  • proof : Proof of Theorem \ref{['TheoremDiscret']}
  • Remark 3.1
  • Lemma 4.1
  • Lemma 4.2
  • proof : Proof of Lemma \ref{['TechnicalLemma2']}
  • proof : Proof of Theorem \ref{['TheoremContinu']}
  • ...and 1 more