دانلود کتاب Geometric and Topological Inference

Name: Geometric and Topological Inference
Availability: InStock
Author: Boissonnat, Jean-Daniel
ISBN: 9781108419390; 9781108317610

by Boissonnat, Jean-Daniel, Chazal, Frédéric, Yvinec, Mariette

عنوان فارسی: هندسی و توپولوژی استنتاج
ناشر: Cambridge University Press
سال: 2018
زبان: انگلیسی
تعداد صفحه (نسخه چاپی - نسخه الکترونیکی): 247-247
شابک: 9781108419390; 9781108317610
نوع فایل: PDF دانلود نرم افزار مطالعه
حجم: 4.94 مگابایت

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جزییات کتاب

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.