Back to search

Massachusetts Institute of Technology

Dynamically fighting bugs : prevention, detection and elimination

Abstract

dc:description.abstract

This dissertation presents three test-generation techniques that are used to improve software quality. Each of our techniques targets bugs that are found by different stake-holders: developers, testers, and maintainers. We implemented and evaluated our techniques on real code. We present the design of each tool and conduct experimental evaluation of the tools with available alternatives. Developers need to prevent regression errors when they create new functionality. This dissertation presents a technique that helps developers prevent regression errors in object-oriented programs by automatically generating unit-level regression tests. Our technique generates regressions tests by using models created dynamically from example executions. In our evaluation, our technique created effective regression tests, and achieved good coverage even for programs with constrained APIs. Testers need to detect bugs in programs. This dissertation presents a technique that helps testers detect and localize bugs in web applications. Our technique automatically creates tests that expose failures by combining dynamic test generation with explicit state model checking. In our evaluation, our technique discovered hundreds of faults in real applications. Maintainers have to reproduce failing executions in order to eliminate bugs found in deployed programs. This dissertation presents a technique that helps maintainers eliminate bugs by generating tests that reproduce failing executions. Our technique automatically generates tests that reproduce the failed executions by monitoring methods and storing optimized states of method arguments.

Degree

thesis:*
Department dc:contributor.department
Massachusetts Institute of Technology. Dept. of Electrical Engineering and Computer Science.
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2009

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Artzi, Shay
Advisor dc:contributor.advisor
  • Michael D. Ernst.

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission.
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
http://hdl.handle.net/1721.1/53190
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/53190

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Artzi, Shay. Dynamically fighting bugs : prevention, detection and elimination. Massachusetts Institute of Technology, 2009. http://hdl.handle.net/1721.1/53190