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Titlebook: Smooth Manifolds; Claudio Gorodski Textbook 2020 Springer Nature Switzerland AG 2020 smooth manifold.Lie groups.differential topology.Tens

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发表于 2025-3-21 19:24:59 | 显示全部楼层 |阅读模式
书目名称Smooth Manifolds
编辑Claudio Gorodski
视频video
概述Presents the essence of the theory on smooth manifolds.Covers key topics such as submanifolds, tensor fields, Lie groups, integration (including Stokes’ theorem and De Rham cohomology), as well as man
丛书名称Compact Textbooks in Mathematics
图书封面Titlebook: Smooth Manifolds;  Claudio Gorodski Textbook 2020 Springer Nature Switzerland AG 2020 smooth manifold.Lie groups.differential topology.Tens
描述This concise and practical textbook presents the essence of the theory on smooth manifolds. A key concept in mathematics, smooth manifolds are ubiquitous: They appear as Riemannian manifolds in differential geometry; as space-times in general relativity; as phase spaces and energy levels in mechanics; as domains of definition of ODEs in dynamical systems; as Lie groups in algebra and geometry; and in many other areas. The book first presents the language of smooth manifolds, culminating with the Frobenius theorem, before discussing the language of tensors (which includes a presentation of the exterior derivative of differential forms). It then covers Lie groups and Lie algebras, briefly addressing homogeneous manifolds. Integration on manifolds, explanations of Stokes’ theorem and de Rham cohomology, and rudiments of differential topology complete this work. It also includes exercises throughout the text to help readers grasp the theory, as well as more advanced problems for challenge-oriented minds at the end of each chapter. Conceived for a one-semester course on Differentiable Manifolds and Lie Groups, which is offered by many graduate programs worldwide, it is a valuable resour
出版日期Textbook 2020
关键词smooth manifold; Lie groups; differential topology; Tensor analysis; differential geometry
版次1
doihttps://doi.org/10.1007/978-3-030-49775-0
isbn_softcover978-3-030-49774-3
isbn_ebook978-3-030-49775-0Series ISSN 2296-4568 Series E-ISSN 2296-455X
issn_series 2296-4568
copyrightSpringer Nature Switzerland AG 2020
The information of publication is updating

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发表于 2025-3-21 22:32:20 | 显示全部楼层
Claudio Gorodski straightaway used to feed learning algorithms; they first need to have undergone a preliminary .. To illustrate this concept, we consider the following example. Suppose we want to build an automatic handwriting character recognizer, that is a system able to associate to a given bitmap the correct a
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Claudio Gorodskid. A set of appendices provides the reader with self-contained introductions to the mathematical background necessary to read the book..Divided into three main parts, .From Perception to Computation. introduces methodologies aimed at representing the data in forms suitable for computer processing, e
发表于 2025-3-22 12:05:44 | 显示全部楼层
Claudio Gorodskie techniques described.Covers the most important machine lea.This second edition focuses on audio, image and video data, the three main types of input that machines deal with when interacting with the real world. A set of appendices provides the reader with self-contained introductions to the mathem
发表于 2025-3-22 16:25:11 | 显示全部楼层
e techniques described.Covers the most important machine lea.This second edition focuses on audio, image and video data, the three main types of input that machines deal with when interacting with the real world. A set of appendices provides the reader with self-contained introductions to the mathem
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发表于 2025-3-22 22:23:09 | 显示全部楼层
Tensor Fields and Differential Forms,orms are fields of smoothly varying multivectors of various types. In this chapter, we introduce these objects and the exterior derivative of differential forms. This operator will be used in . to define de Rham cohomology and prove some results in Differential Topology.
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Integration,logy theory particularly suited to computation and the concrete representation of cohomology classes. De Rham cohomology measures the failure to globally solve certain types of PDE, by reason of topology, and in this way expresses some basic topological information about smooth manifolds. In this ch
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