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Synopsis
This book presents a novel clustering procedure applicable to both variable-by-case data matrices and case-by-case dissimilarity matrices. Unlike many existing methods that approach clustering as a heuristic, the proposed procedure is based on a uniformly consistent density estimate, making it useful for drawing statistical inferences about the underlying population from a sample. The author demonstrates the asymptotic consistency of the method for high-density clusters in several dimensions and illustrates its small-sample behavior through empirical examples. A real-world application showcases the practical utility of this method, which provides valuable insights into identifying high-density clusters in data.
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A Kth Nearest Neighbour Clustering Procedure (Classic Reprint)
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Paperback. Condition: New. Print on Demand. This book presents a novel clustering procedure applicable to both variable-by-case data matrices and case-by-case dissimilarity matrices. Unlike many existing methods that approach clustering as a heuristic, the proposed procedure is based on a uniformly consistent density estimate, making it useful for drawing statistical inferences about the underlying population from a sample. The author demonstrates the asymptotic consistency of the method for high-density clusters in several dimensions and illustrates its small-sample behavior through empirical examples. A real-world application showcases the practical utility of this method, which provides valuable insights into identifying high-density clusters in data. This book is a reproduction of an important historical work, digitally reconstructed using state-of-the-art technology to preserve the original format. In rare cases, an imperfection in the original, such as a blemish or missing page, may be replicated in the book. print-on-demand item. Seller Inventory # 9781332267262_0
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A Kth Nearest Neighbour Clustering Procedure Classic Reprint
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PAP. Condition: New. New Book. Shipped from UK. Established seller since 2000. Seller Inventory # LW-9781332267262
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A Kth Nearest Neighbour Clustering Procedure Classic Reprint
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PAP. Condition: New. New Book. Shipped from UK. Established seller since 2000. Seller Inventory # LW-9781332267262
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A Kth Nearest Neighbour Clustering Procedure (Classic Reprint)
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Condition: Sehr gut. Zustand: Sehr gut | Sprache: Englisch | Produktart: Bücher | Keine Beschreibung verfügbar. Seller Inventory # 26074696/2