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Reducing the Cost of Path Property Monitoring Through Sampling

Authors: Matthew B. Dwyer; Madeline Diep; Sebastian G. Elbaum;

Reducing the Cost of Path Property Monitoring Through Sampling

Abstract

Run-time monitoring can provide important insights about a program's behavior and, for simple properties, it can be done efficiently. Monitoring properties describing sequences of program states and events, however, can result in significant run-time overhead. In this paper we present a novel approach to reducing the cost of run-time monitoring of path properties. Properties are composed to form a single integrated property that is then systematically decomposed into a set of properties that encode necessary conditions for property violations. The resulting set of properties forms a lattice whose structure is exploited to select a sample of properties that can lower monitoring cost, while preserving violation detection power relative to the original properties. Preliminary studies for a widely used Java API reveal that our approach produces a rich, structured set of properties that enables control of monitoring overhead, while detecting more violations than alternative techniques.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
18
Top 10%
Top 10%
Top 10%
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