Geometric and Topological Inference
Book Details
Format
Paperback / Softback
Book Series
Cambridge Texts in Applied Mathematics
ISBN-10
1108410898
ISBN-13
9781108410892
Publisher
Cambridge University Press
Imprint
Cambridge University Press
Country of Manufacture
US
Country of Publication
GB
Publication Date
Sep 27th, 2018
Print length
246 Pages
Weight
356 grams
Dimensions
17.70 x 22.80 x 1.70 cms
Product Classification:
Data analysis: generalGeometryTopologyMathematical theory of computation
Ksh 6,850.00
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This book offers a rigorous introduction to geometric and topological inference, a rapidly evolving field that intersects computational geometry, applied topology, and data analysis. 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.
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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