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» Approximate predictive state representations
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AAAI
2007
13 years 7 months ago
Abstraction in Predictive State Representations
Vishal Soni, Satinder P. Singh
IJCAI
2007
13 years 6 months ago
Grounding Abstractions in Predictive State Representations
Brian Tanner, Vadim Bulitko, Anna Koop, Cosmin Pad...
NIPS
2007
13 years 6 months ago
Exponential Family Predictive Representations of State
David Wingate, Satinder Singh Baveja
ICMLA
2008
13 years 7 months ago
Prediction-Directed Compression of POMDPs
High dimensionality of belief space in Partially Observable Markov Decision Processes (POMDPs) is one of the major causes that severely restricts the applicability of this model. ...
Abdeslam Boularias, Masoumeh T. Izadi, Brahim Chai...
NIPS
2004
13 years 6 months ago
Schema Learning: Experience-Based Construction of Predictive Action Models
Schema learning is a way to discover probabilistic, constructivist, predictive action models (schemas) from experience. It includes methods for finding and using hidden state to m...
Michael P. Holmes, Charles Lee Isbell Jr.