We present a novel strategy for automatically debugging programs given sampled data from thousands of actual user runs. Our goal is to pinpoint those features ...
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What is statistical debugging?
We present a novel strategy for automatically debugging programs given sampled data from thousands of actual user runs. Our goal is to pinpoint.
We present a novel strategy for automatically debugging programs, given sampled data from thousands of actual user runs. Our goal is to pinpoint those features ...
Feb 3, 2009 · At a very high level, statistical debugging is the idea of using statistical models of program success/failure to track down bugs. These ...
Statistical debugging solves the problem - ... Each run contains counters of predicates sampled at program ... Make sample statistically fair – chance of sampling ...
Dec 9, 2003 · We present a novel strategy for automatically debugging programs given sampled data from thousands of actual user runs.
This chapter introduces classes and techniques for statistical debugging – that is, correlating specific events, such as lines covered, with passing and failing ...
This module introduces Statistical Debugging – a debugging technique that uses data collected from program runs by the user base to identify and fix bugs.
Motivation for post-deployment debugging. 2. Instrumentation and feedback. 3. Statistical modeling and (some) program analysis. 4. Crazy hacks, cool tricks ...
Bibliographic details on Statistical Debugging of Sampled Programs.