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• W2440717083 abstract "We present a first procedure that can estimate -- with statistical consistency guarantees -- any local-maxima of a density, under benign distributional conditions. The procedure estimates all such local maxima, or $textit{modal-sets}$, of any bounded shape or dimension, including usual point-modes. In practice, modal-sets can arise as dense low-dimensional structures in noisy data, and more generally serve to better model the rich variety of locally-high-density structures in data. The procedure is then shown to be competitive on clustering applications, and moreover is quite stable to a wide range of settings of its tuning parameter." @default.
• W2440717083 created "2016-06-24" @default.
• W2440717083 creator A5067496870 @default.
• W2440717083 creator A5076130287 @default.
• W2440717083 date "2016-06-13" @default.
• W2440717083 modified "2023-09-27" @default.
• W2440717083 title "Modal-set estimation with an application to clustering" @default.
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