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» On the Complexity of Error Explanation
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CSL
2003
Springer
14 years 27 days ago
Generating All Abductive Explanations for Queries on Propositional Horn Theories
Abstract. Abduction is a fundamental mode of reasoning, which has taken on increasing importance in Artificial Intelligence (AI) and related disciplines. Computing abductive expla...
Thomas Eiter, Kazuhisa Makino
AIED
2005
Springer
14 years 1 months ago
Generating Structured Explanations of System Behaviour Using Qualitative Simulations
This paper presents an approach to generate structured explanations of system behaviour based on qualitative simulations. This has been implemented in WiziGarp, a domain-independen...
Anders Bouwer, Bert Bredeweg
IJCAI
2003
13 years 9 months ago
Monte Carlo Theory as an Explanation of Bagging and Boosting
In this paper we propose the framework of Monte Carlo algorithms as a useful one to analyze ensemble learning. In particular, this framework allows one to guess when bagging will ...
Roberto Esposito, Lorenza Saitta
KBSE
1998
IEEE
13 years 12 months ago
Explaining Synthesized Software
Motivated by NASA's need for high-assurance software, NASA Ames' Amphion project has developed a generic program generation system based on deductive synthesis. Amphion ...
Jeffrey Van Baalen, Peter Robinson, Michael R. Low...
COLT
2008
Springer
13 years 9 months ago
On the Margin Explanation of Boosting Algorithms
Much attention has been paid to the theoretical explanation of the empirical success of AdaBoost. The most influential work is the margin theory, which is essentially an upper bou...
Liwei Wang, Masashi Sugiyama, Cheng Yang, Zhi-Hua ...