Measures of Complexity
| Autor: | Vladimir Vovk, Harris Papadopoulos, Alexander Gammerman |
|---|---|
| EAN: | 9783319218526 |
| eBook Format: | |
| Sprache: | Englisch |
| Produktart: | eBook |
| Veröffentlichungsdatum: | 03.09.2015 |
| Untertitel: | Festschrift for Alexey Chervonenkis |
| Kategorie: | |
| Schlagworte: | Algorithmic statistics Bayesian theory Causal inference Communicaton complexity Computational complexity Kernels Kolmogorov complexity Machine learning Metric entropy Optimization Overfitting Pattern recognition Statistical learning theor |
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This book brings together historical notes, reviews of research developments, fresh ideas on how to make VC (Vapnik-Chervonenkis) guarantees tighter, and new technical contributions in the areas of machine learning, statistical inference, classification, algorithmic statistics, and pattern recognition.
The contributors are leading scientists in domains such as statistics, mathematics, and theoretical computer science, and the book will be of interest to researchers and graduate students in these domains.
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