Algorithmic high-dimensional robust statistics
Ilias Diakonikolas, Daniel M. Kane.
Bok Engelsk 2023
| Medvirkende | Kane, Daniel M., (author.)
|
|---|---|
| Utgitt | Cambridge University Press , 2023
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| Utgave | 1st ed.
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| Opplysninger | Introduction to robust statistics -- Efficient high-dimensional robust mean estimation -- Algorithmic refinements in robust mean estimation -- Robust covariance estimation -- List-decodable learning -- Robust estimation via higher moments -- Robust supervised learning -- Information-computation trade-offs in high-dimensional robust statistics.. - "This reference text offers a clear unified treatment for graduate students, academic researchers, and professionals interested in understanding and developing statistical procedures for high-dimensional data that are robust to idealized modeling assumptions, including robustness to model misspecification and to adversarial outliers in the dataset"--
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| Emner | |
| Dewey | |
| ISBN | 1-108-94316-0. - 1-108-95021-3
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