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» Observation Can Be as Effective as Action in Problem Solving
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ICML
2008
IEEE
14 years 9 months ago
Exploration scavenging
We examine the problem of evaluating a policy in the contextual bandit setting using only observations collected during the execution of another policy. We show that policy evalua...
John Langford, Alexander L. Strehl, Jennifer Wortm...
SC
2005
ACM
14 years 2 months ago
Dynamic Data-Driven Inversion For Terascale Simulations: Real-Time Identification Of Airborne Contaminants
In contrast to traditional terascale simulations that have known, fixed data inputs, dynamic data-driven (DDD) applications are characterized by unknown data and informed by dynam...
Volkan Akcelik, George Biros, Andrei Draganescu, J...
CDC
2009
IEEE
184views Control Systems» more  CDC 2009»
14 years 1 months ago
Controllability and observability of uncertain systems: A robust measure
— This paper deals with the class of polynomially uncertain continuous-time linear time-invariant (LTI) systems whose uncertainties belong to a semi-algebraic set. The objective ...
Somayeh Sojoudi, Javad Lavaei, Amir G. Aghdam
AIPS
2003
13 years 10 months ago
A Framework for Planning with Extended Goals under Partial Observability
Planning in nondeterministic domains with temporally extended goals under partial observability is one of the most challenging problems in planning. Subsets of this problem have b...
Piergiorgio Bertoli, Alessandro Cimatti, Marco Pis...
ECCV
2010
Springer
14 years 2 months ago
2D Action Recognition Serves 3D Human Pose Estimation
3D human pose estimation in multi-view settings benefits from embeddings of human actions in low-dimensional manifolds, but the complexity of the embeddings increases with the num...