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Geometric and Topological Inference

By: Jean-Daniel Boissonnat Frederic Chazal Mariette Yvinec (Author)

Ksh 26,100.00
Format :

Format(s): DRM PDF

ISBN-13: 9781108297806

Publisher: Cambridge University Press

Imprint: Cambridge University Press

Publication Date: September 14th, 2018

Country of Publication: US

Language: English

Physical Edition EAN: 9781108419390

Category: Data analysis: general , Geometry , Topology , Mathematical theory of computation

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  • Author Bio

Geometric and topological inference deals with the retrieval of information about a geometric object using only a finite set of possibly noisy sample points. It has connections to manifold learning and provides the mathematical and algorithmic foundations of the rapidly evolving field of topological data analysis. Building on a rigorous treatment of simplicial complexes and distance functions, this self-contained book covers key aspects of the field, from data representation and combinatorial questions to manifold reconstruction and persistent homology. It can serve as a textbook for graduate students or researchers in mathematics, computer science and engineering interested in a geometric approach to data science.

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