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» The data mining approach to automated software testing
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CRV
2009
IEEE
206views Robotics» more  CRV 2009»
15 years 4 months ago
Unsupervised Learning of Terrain Appearance for Automated Coral Reef Exploration
We describe a navigation and coverage system based on unsupervised learning driven by visual input. Our objective is to allow a robot to remain continuously moving above a terrain...
Philippe Giguère, Gregory Dudek, Chris Prah...
ICSM
2007
IEEE
15 years 4 months ago
Fault Detection Probability Analysis for Coverage-Based Test Suite Reduction
Test suite reduction seeks to reduce the number of test cases in a test suite while retaining a high percentage of the original suite’s fault detection effectiveness. Most appro...
Scott McMaster, Atif M. Memon
ICSE
2010
IEEE-ACM
15 years 2 months ago
Using dynamic execution traces and program invariants to enhance behavioral model inference
Software behavioral models have proven useful for design, validation, verification, and maintenance. However, existing approaches for deriving such models sometimes overgeneraliz...
Ivo Krka, Yuriy Brun, Daniel Popescu, Joshua Garci...
KDD
2010
ACM
240views Data Mining» more  KDD 2010»
15 years 1 months ago
Diagnosing memory leaks using graph mining on heap dumps
Memory leaks are caused by software programs that prevent the reclamation of memory that is no longer in use. They can cause significant slowdowns, exhaustion of available storag...
Evan K. Maxwell, Godmar Back, Naren Ramakrishnan
ICDE
2008
IEEE
153views Database» more  ICDE 2008»
15 years 11 months ago
A Framework for Clustering Uncertain Data Streams
Abstract-- In recent years, uncertain data management applications have grown in importance because of the large number of hardware applications which measure data approximately. F...
Charu C. Aggarwal, Philip S. Yu