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$${\mathcal{M}}$$ -decomposability and symmetric unimodal densities in one dimension
Authors:Nicholas Chia  Junji Nakano
Institution:(1) Department of Statistical Science, School of Multidisciplinary Sciences, The Graduate University for Advanced Studies, Tokyo, Japan;(2) The Institute of Statistical Mathematics, 4-6-7 Minami-Azabu, Minato-ku, Tokyo 106-8569, Japan
Abstract:In this paper, we introduce the notion of $${\mathcal{M}}$$ -decomposability of probability density functions in one dimension. Using $${\mathcal{M}}$$ -decomposability, we derive an inequality that applies to all symmetric unimodal densities. Our inequality involves only the standard deviation of the densities concerned. The concept of $${\mathcal{M}}$$ -decomposability can be used as a non-parametric criterion for mode-finding and cluster analysis.
Keywords:$${\mathcal{M}}$$ -decomposability" target="_blank">gif" alt="$${\mathcal{M}}$$" align="middle" border="0"> -decomposability  Symmetric unimodal densities  Inequality  Non-parametric criterion for clustering
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