Multi-Armed Bandits
Springer International Publishing (Verlag)
978-3-031-79288-5 (ISBN)
Qing Zhao is a Joseph C. Ford Professor of Engineering at Cornell University. Prior to that, she was a Professor in the ECE Department at University of California, Davis. She received a Ph.D. in Electrical Engineering from Cornell in 2001. Her research interests include sequential decision theory, stochastic optimization, machine learning, and algorithmic theory with applications in infrastructure, communications, and social-economic networks. She is a Fellow of IEEE, a Distinguished Lecturer of the IEEE Signal Processing Society, a Marie SkA'odowska-Curie Fellow of the European Union Research and Innovation program, and a Jubilee Chair Professor of Chalmers University during her 2018-2019 sabbatical leave. She received the 2010 IEEE Signal Processing Magazine Best Paper Award and the 2000 Young Author Best Paper Award from IEEE Signal Processing Society.
Preface.- Acknowledgments.- Introduction.- Bayesian Bandit Model and Gittins Index.- Variants of the Bayesian Bandit Model.- Frequentist Bandit Model.- Variants of the Frequentist Bandit Model.- Application Examples.- Bibliography.- Author's Biography.
Erscheinungsdatum | 06.06.2022 |
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Reihe/Serie | Synthesis Lectures on Learning, Networks, and Algorithms |
Zusatzinfo | XVIII, 147 p. |
Verlagsort | Cham |
Sprache | englisch |
Maße | 191 x 235 mm |
Gewicht | 329 g |
Themenwelt | Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik |
Technik ► Elektrotechnik / Energietechnik | |
ISBN-10 | 3-031-79288-2 / 3031792882 |
ISBN-13 | 978-3-031-79288-5 / 9783031792885 |
Zustand | Neuware |
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