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ICDE
2011
IEEE
258views Database» more  ICDE 2011»
14 years 6 months ago
SystemML: Declarative machine learning on MapReduce
Abstract—MapReduce is emerging as a generic parallel programming paradigm for large clusters of machines. This trend combined with the growing need to run machine learning (ML) a...
Amol Ghoting, Rajasekar Krishnamurthy, Edwin P. D....
SIGSOFT
2003
ACM
16 years 3 months ago
Bogor: an extensible and highly-modular software model checking framework
Model checking is emerging as a popular technology for reasoning about behavioral properties of a wide variety of software artifacts including: requirements models, architectural ...
Robby, Matthew B. Dwyer, John Hatcliff
ICSE
2004
IEEE-ACM
16 years 3 months ago
Finding Latent Code Errors via Machine Learning over Program Executions
This paper proposes a technique for identifying program properties that indicate errors. The technique generates machine learning models of program properties known to result from...
Yuriy Brun, Michael D. Ernst
ICSE
2005
IEEE-ACM
16 years 3 months ago
Demand-driven structural testing with dynamic instrumentation
Producing reliable and robust software has become one of the most important software development concerns in recent years. Testing is a process by which software quality can be as...
Jonathan Misurda, James A. Clause, Juliya L. Reed,...
ICSE
2005
IEEE-ACM
16 years 3 months ago
Binary refactoring: improving code behind the scenes
We present Binary Refactoring: a software engineering technique for improving the implementation of programs without modifying their source code. While related to regular refactor...
Eli Tilevich, Yannis Smaragdakis