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ICML
2009
IEEE
16 years 8 months ago
Near-Bayesian exploration in polynomial time
We consider the exploration/exploitation problem in reinforcement learning (RL). The Bayesian approach to model-based RL offers an elegant solution to this problem, by considering...
J. Zico Kolter, Andrew Y. Ng
ICML
2004
IEEE
16 years 8 months ago
Decision trees with minimal costs
We propose a simple, novel and yet effective method for building and testing decision trees that minimizes the sum of the misclassification and test costs. More specifically, we f...
Charles X. Ling, Qiang Yang, Jianning Wang, Shicha...
ICML
2000
IEEE
16 years 8 months ago
Version Space Algebra and its Application to Programming by Demonstration
Machine learning research has been very successful at producing powerful, broadlyapplicable classification learners. However, many practical learning problems do not fit the class...
Tessa A. Lau, Pedro Domingos, Daniel S. Weld
ICSE
2009
IEEE-ACM
16 years 8 months ago
In-field healing of integration problems with COTS components
Developers frequently integrate complex COTS frameworks and components in software applications. COTS products are often only partially documented, and developers may misuse techn...
Hervé Chang, Leonardo Mariani, Mauro Pezz&e...
ICSE
2008
IEEE-ACM
16 years 8 months ago
Analyzing medical processes
This paper shows how software engineering technologies used to define and analyze complex software systems can also be effective in detecting defects in human-intensive processes ...
Bin Chen, George S. Avrunin, Elizabeth A. Henneman...
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