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CAEPIA
2011
Springer
14 years 2 months ago
Evaluating a Reinforcement Learning Algorithm with a General Intelligence Test
In this paper we apply the recent notion of anytime universal intelligence tests to the evaluation of a popular reinforcement learning algorithm, Q-learning. We show that a general...
Javier Insa-Cabrera, David L. Dowe, José He...
122
Voted
SEKE
2005
Springer
15 years 8 months ago
Application of Design Combinatorial Theory to Scenario-Based Software Architecture Analysis
Design combinatorial theory for test-case generation has been used successfully in the past. It is useful in optimizing test cases as it is practically impossible to exhaustively t...
Chung-Horng Lung, Marzia Zaman
112
Voted
ECTEL
2009
Springer
15 years 7 months ago
Getting to Know Your User - Unobtrusive User Model Maintenance within Work-Integrated Learning Environments
Work-integrated learning (WIL) poses unique challenges for user model design: on the one hand users’ knowledge levels need to be determined based on their work activities – tes...
Stefanie N. Lindstaedt, Günter Beham, Barbara...
107
Voted
ICML
2004
IEEE
16 years 3 months ago
Learning first-order rules from data with multiple parts: applications on mining chemical compound data
Inductive learning of first-order theory based on examples has serious bottleneck in the enormous hypothesis search space needed, making existing learning approaches perform poorl...
Cholwich Nattee, Sukree Sinthupinyo, Masayuki Numa...
169
Voted
IFIP
2010
Springer
14 years 9 months ago
Model Checking of Concurrent Algorithms: From Java to C
Concurrent software is difficult to verify. Because the thread schedule is not controlled by the application, testing may miss defects that occur under specific thread schedules. T...
Cyrille Artho, Masami Hagiya, Watcharin Leungwatta...