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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
169
Voted
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
179
Voted
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
160
Voted
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
200
Voted
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