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Mode hunting through active information (2011.05794v1)
Published 10 Nov 2020 in physics.data-an, cs.LG, and stat.ME
Abstract: We propose a new method to find modes based on active information. We develop an algorithm that, when applied to the whole space, will say whether there are any modes present \textit{and} where they are; this algorithm will reduce the dimensionality without resorting to Principal Components; and more importantly, population-wise, will not detect modes when they are not present.