Statistical Reinforcement Learning | Modern Machine Learning Approaches
Langue : anglais
Edité par Chapman and Hall/CRC, 2020
Série : Livre 10 sur 15 - Chapman & Hall/Crc Machine Learning & Pattern Recognition
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Statistical Reinforcement Learning | Modern Machine Learning Approaches | Masashi Sugiyama | Taschenbuch | Einband - flex.(Paperback) | Englisch | 2020 | Chapman and Hall/CRC | EAN 9780367575861 | Verantwortliche Person für die EU: Taylor and Francis, Taylor & Francis Verlag Gmbh, Kaufingerstr 24, 80331 München, gpsr[at]taylorandfrancis[dot]com | Anbieter: preigu.
N° de réf. du vendeur 131008287
- Titre
- Statistical Reinforcement Learning | Modern Machine Learning Approaches
- Auteur
- Masashi Sugiyama
- Éditeur
- Chapman and Hall/CRC
- Année de publication
- 2020
- État de l'article
- Neu
- Reliure
- Taschenbuch
- Langue
- anglais
- ISBN à 10 chiffres
- 0367575868
- ISBN à 13 chiffres
- 9780367575861
- Poids de l'article
- 324 grammes
- Dimensions
- 234 x 156 x 11 mm
- Série
- Livre 10 sur 15: Chapman & Hall/Crc Machine Learning & Pattern Recognition
- Catalogues du vendeur
- Bücher
Reinforcement learning (RL) is a framework for decision making in unknown environments based on a large amount of data. Several practical RL applications for business intelligence, plant control, and gaming have been successfully explored in recent years. Providing an accessible introduction to the field, this book covers model-based and model-f
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À propos de l’auteur
Masashi Sugiyama received his bachelor, master, and doctor of engineering degrees in computer science from the Tokyo Institute of Technology, Japan. In 2001 he was appointed assistant professor at the Tokyo Institute of Technology and he was promoted to associate professor in 2003. He moved to the University of Tokyo as professor in 2014.
He received an Alexander von Humboldt Foundation Research Fellowship and researched at Fraunhofer Institute, Berlin, Germany, from 2003 to 2004. In 2006, he received a European Commission Program Erasmus Mundus Scholarship and researched at the University of Edinburgh, Scotland. He received the Faculty Award from IBM in 2007 for his contribution to machine learning under non-stationarity, the Nagao Special Researcher Award from the Information Processing Society of Japan in 2011, and the Young Scientists' Prize from the Commendation for Science and Technology by the Minister of Education, Culture, Sports, Science and Technology for his contribution to the density-ratio paradigm of machine learning.
His research interests include theories and algorithms of machine learning and data mining, and a wide range of applications such as signal processing, image processing, and robot control. He published Density Ratio Estimation in Machine Learning (Cambridge University Press, 2012) and Machine Learning in Non-Stationary Environments: Introduction to Covariate Shift Adaptation (MIT Press, 2012).
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