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» The Usefulness of Hindsight
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AAAI
2008
13 years 7 months ago
Probabilistic Planning via Determinization in Hindsight
This paper investigates hindsight optimization as an approach for leveraging the significant advances in deterministic planning for action selection in probabilistic domains. Hind...
Sung Wook Yoon, Alan Fern, Robert Givan, Subbarao ...
COMPUTER
2004
57views more  COMPUTER 2004»
13 years 4 months ago
The Usefulness of Hindsight
W. Neville Holmes
AIPS
2010
13 years 7 months ago
Improving Determinization in Hindsight for On-line Probabilistic Planning
Recently, `determinization in hindsight' has enjoyed surprising success in on-line probabilistic planning. This technique evaluates the actions available in the current state...
Sung Wook Yoon, Wheeler Ruml, J. Benton, Minh Do
PODC
2010
ACM
13 years 8 months ago
Verifying linearizability with hindsight
We present a proof of safety and linearizability of a highlyconcurrent optimistic set algorithm. The key step in our proof is the Hindsight Lemma, which allows a thread to infer t...
Peter W. O'Hearn, Noam Rinetzky, Martin T. Vechev,...
WFLP
2000
Springer
148views Algorithms» more  WFLP 2000»
13 years 8 months ago
The Use of Functional and Logic Languages in Machine Learning
Abstract. Traditionally, machine learning algorithms such as decision tree learners have employed attribute-value representations. From the early 80's on people have started t...
Peter A. Flach