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CAV
2007
Springer
114views Hardware» more  CAV 2007»
13 years 11 months ago
Configurable Software Verification: Concretizing the Convergence of Model Checking and Program Analysis
In automatic software verification, we have observed a theoretical convergence of model checking and program analysis. In practice, however, model checkers are still mostly concern...
Dirk Beyer, Thomas A. Henzinger, Grégory Th...
GECCO
2008
Springer
152views Optimization» more  GECCO 2008»
13 years 8 months ago
Accelerating genetic programming by frequent subtree mining
One crucial issue in genetic programming (GP) is how to acquire promising building blocks efficiently. In this paper, we propose a GP method (called GPTM, GP with Tree Mining) whi...
Yoshitaka Kameya, Junichi Kumagai, Yoshiaki Kurata
CIDM
2009
IEEE
14 years 2 months ago
Evolving decision trees using oracle guides
—Some data mining problems require predictive models to be not only accurate but also comprehensible. Comprehensibility enables human inspection and understanding of the model, m...
Ulf Johansson, Lars Niklasson
CEC
2010
IEEE
13 years 8 months ago
Improving GP classification performance by injection of decision trees
This paper presents a novel hybrid method combining genetic programming and decision tree learning. The method starts by estimating a benchmark level of reasonable accuracy, based ...
Rikard König, Ulf Johansson, Tuve Löfstr...
SIGSOFT
2009
ACM
14 years 2 months ago
MSeqGen: object-oriented unit-test generation via mining source code
An objective of unit testing is to achieve high structural coverage of the code under test. Achieving high structural coverage of object-oriented code requires desirable method-ca...
Suresh Thummalapenta, Tao Xie, Nikolai Tillmann, J...