Geometric and Topological Inference(Cambridge Texts in Applied Mathematics)

几何与拓扑推理

计算机科学技术基础学科

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610.00
作      者
出  版 社
出版时间
2018年11月22日
装      帧
精装
ISBN
9781108419390
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页      码
300
语      种
英文
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图书简介
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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