Random matrix methods for machine learning / Romain Couillet, Grenoble Alpes University, Zhenyu Liao, Huazhong University of Science and Technology.
This book presents a unified theory of random matrices for applications in machine learning, offering a large-dimensional data vision that exploits concentration and universality phenomena. This enables a precise understanding, and possible improvements, of the core mechanisms at play in real-world...
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Main Authors: | , |
Format: | eBook |
Language: | English |
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Cambridge, United Kingdom ; New York, NY, USA :
Cambridge University Press,
2022.
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