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85
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WSC
1998
15 years 1 months ago
Birth of a New Maternity Process
Miami Valley Hospital, the largest hospital in the Dayton, Ohio area, experienced a steady increase in deliveries and births between 1990 and 1996. Maternity length of stay increa...
William C. Johnson
79
Voted
NIPS
1997
15 years 1 months ago
Reinforcement Learning with Hierarchies of Machines
We present a new approach to reinforcement learning in which the policies considered by the learning process are constrained by hierarchies of partially specified machines. This ...
Ronald Parr, Stuart J. Russell
90
Voted
UAI
1994
15 years 1 months ago
A Probabilistic Calculus of Actions
Wepresenta symbolicmachinerythatadmits bothprobabilisticand causalinformation abouta givendomainand producesprobabilisticstatementsabouttheeffectofactions andtheimpactof observati...
Judea Pearl
99
Voted
ICML
2010
IEEE
15 years 1 months ago
Generalizing Apprenticeship Learning across Hypothesis Classes
This paper develops a generalized apprenticeship learning protocol for reinforcementlearning agents with access to a teacher who provides policy traces (transition and reward obse...
Thomas J. Walsh, Kaushik Subramanian, Michael L. L...
110
Voted
AINA
2007
IEEE
15 years 22 days ago
Optimizing Performance of Web Service Providers
A workflow aggregates the underlying Web Services in a manner consistent with the desired functionality. Since CWS can contain atomic and other CWS they encourage the development ...
Dmytro Dyachuk, Ralph Deters