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» Implicit Abstraction Heuristics
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110
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ECML
2007
Springer
15 years 4 months ago
Seeing the Forest Through the Trees: Learning a Comprehensible Model from an Ensemble
Abstract. Ensemble methods are popular learning methods that usually increase the predictive accuracy of a classifier though at the cost of interpretability and insight in the deci...
Anneleen Van Assche, Hendrik Blockeel
ICANN
2007
Springer
15 years 4 months ago
Resilient Approximation of Kernel Classifiers
Abstract. Trained support vector machines (SVMs) have a slow runtime classification speed if the classification problem is noisy and the sample data set is large. Approximating the...
Thorsten Suttorp, Christian Igel
GLOBECOM
2009
IEEE
15 years 4 months ago
Optimized Protection Schemes for Resilient Interdomain Traffic Distribution
Abstract-- Due to the development of Next Generation Networks, leading to a multiservice transport layer with a multidomain environment, the importance of interconnection issues ke...
Miroslaw Kantor, Piotr Cholda, Andrzej Jajszczyk
128
Voted
CAV
2004
Springer
121views Hardware» more  CAV 2004»
15 years 4 months ago
CirCUs: A Satisfiability Solver Geared towards Bounded Model Checking
Abstract. CirCUs is a satisfiability solver that works on a combination of AndInverter-Graph, CNF clauses, and BDDs. It has been designed to work well with bounded model checking. ...
HoonSang Jin, Mohammad Awedh, Fabio Somenzi
ATVA
2006
Springer
153views Hardware» more  ATVA 2006»
15 years 4 months ago
Learning-Based Symbolic Assume-Guarantee Reasoning with Automatic Decomposition
Abstract. Compositional reasoning aims to improve scalability of verification tools by reducing the original verification task into subproblems. The simplification is typically bas...
Wonhong Nam, Rajeev Alur