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SCAI
2008
15 years 8 months ago
Fast Learning in an Actor-Critic Architecture with Reward and Punishment
Abstract. A reinforcement architecture is introduced that consists of three complementary learning systems with different generalization abilities. The ACTOR learns state-action as...
Christian Balkenius, Stefan Winberg
UAI
2008
15 years 8 months ago
The Computational Complexity of Sensitivity Analysis and Parameter Tuning
While known algorithms for sensitivity analysis and parameter tuning in probabilistic networks have a running time that is exponential in the size of the network, the exact comput...
Johan Kwisthout, Linda C. van der Gaag
IMSA
2001
121views Multimedia» more  IMSA 2001»
15 years 8 months ago
Technology Integrated Learning Environment - A Web-based Distance Learning System
This paper analyses the requirements of a third-generation technology integrated learning environment. The architecture proposed is analysed in terms of the generic constraints of...
Regina Gehne, Chris R. Jesshope, Zhenzi Zhang
NIPS
2004
15 years 8 months ago
Learning Preferences for Multiclass Problems
Many interesting multiclass problems can be cast in the general framework of label ranking defined on a given set of classes. The evaluation for such a ranking is generally given ...
Fabio Aiolli, Alessandro Sperduti
AAAI
2000
15 years 8 months ago
An Iterative Algorithm for Synthesizing Invariants
We present a general algorithm for synthesizing state invariants that speed up automated planners and have other applications in reasoning about change. Invariants are facts that ...
Jussi Rintanen