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» A Machine Learning Approach for Statistical Software Testing
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INFSOF
2000
96views more  INFSOF 2000»
13 years 6 months ago
Improving software quality using statistical testing techniques
Cleanroom usage-based statistical testing techniques have been incorporated into the software development process for a program in the Electronic Systems business of Raytheon Comp...
David P. Kelly, Robert Oshana
ECML
2007
Springer
14 years 26 days ago
Statistical Debugging Using Latent Topic Models
Abstract. Statistical debugging uses machine learning to model program failures and help identify root causes of bugs. We approach this task using a novel Delta-Latent-Dirichlet-Al...
David Andrzejewski, Anne Mulhern, Ben Liblit, Xiao...
JETAI
2010
56views more  JETAI 2010»
13 years 5 months ago
Warning: statistical benchmarking is addictive. Kicking the habit in machine learning
Algorithm performance evaluation is so entrenched in the Machine Learning community that one could call it an addiction. Like most addictions, it is harmful and very difficult to ...
Chris Drummond, Nathalie Japkowicz
ICML
2001
IEEE
14 years 7 months ago
Direct Policy Search using Paired Statistical Tests
Direct policy search is a practical way to solve reinforcement learning problems involving continuous state and action spaces. The goal becomes finding policy parameters that maxi...
Malcolm J. A. Strens, Andrew W. Moore
ACL
2001
13 years 8 months ago
Towards a Unified Approach to Memory- and Statistical-Based Machine Translation
We present a set of algorithms that enable us to translate natural language sentences by exploiting both a translation memory and a statistical-based translation model. Our result...
Daniel Marcu