Geometric and Topological Inference (Cambridge Texts in Applied Mathematics, Series Number 57)
ISBN-13:
9781108419390
ISBN-10:
1108419399
Edition:
1
Author:
Jean-Daniel Boissonnat, Frédéric Chazal, Mariette Yvinec
Publication date:
2018
Publisher:
Cambridge University Press
Format:
Hardcover
246 pages
Category:
Mathematics
FREE US shipping
Book details
ISBN-13:
9781108419390
ISBN-10:
1108419399
Edition:
1
Author:
Jean-Daniel Boissonnat, Frédéric Chazal, Mariette Yvinec
Publication date:
2018
Publisher:
Cambridge University Press
Format:
Hardcover
246 pages
Category:
Mathematics
Summary
Geometric and Topological Inference (Cambridge Texts in Applied Mathematics, Series Number 57) (ISBN-13: 9781108419390 and ISBN-10: 1108419399), written by authors
Jean-Daniel Boissonnat, Frédéric Chazal, Mariette Yvinec, was published by Cambridge University Press in 2018.
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Description
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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