Exercises in Applied Mathematics With a View toward Information Theory, Machine Learning, Wavelets, and Statistical Physics /
This text presents a collection of mathematical exercises with the aim of guiding readers to study topics in statistical physics, equilibrium thermodynamics, information theory, and their various connections. It explores essential tools from linear algebra, elementary functional analysis, and probab...
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| Materyal Türü: | Elektronik Ekitap |
| Dil: | İngilizce |
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Cham :
Springer International Publishing : Imprint: Birkhäuser,
2024.
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| Edisyon: | 1st ed. 2024. |
| Seri Bilgileri: | Chapman Mathematical Notes,
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| Konular: | |
| Online Erişim: | https://doi.org/10.1007/978-3-031-51822-5 |
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İçindekiler:
- Prologue
- Part I: Algebra
- Linear Algebra
- Positive Matrices
- Algebra and Error Correcting Codes
- Part II: Analysis
- Complements in Real and Complex Analysis
- Complements in Functional Analysis
- Part III: Probability and Applications
- Probability Theory
- Entropy: Discrete Case
- Thermodynamics.