Essential Spectrum Based Fault Localization

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Essential Spectrum Based Fault Localization

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Author : Xiaoyuan Xie
language : en
Publisher: Springer Nature
Release Date : 2021-02-04

Essential Spectrum Based Fault Localization written by Xiaoyuan Xie and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-02-04 with Computers categories.

Program debugging has always been a difficult and time-consuming task in the context of software development, where spectrum-based fault localization (SBFL) is one of the most widely studied families of techniques. While it’s not particularly difficult to learn about the process and empirical performance of a particular SBFL technique from the available literature, researchers and practitioners aren’t always familiar with the underlying theories. This book provides the first comprehensive guide to fundamental theories in SBFL, while also addressing some emerging challenges in this area. The theoretical framework introduced here reveals the intrinsic relations between various risk evaluation formulas, making it possible to construct a formula performance hierarchy. Further extensions of the framework provide a sufficient and necessary condition for a general maximal formula, as well as performance comparisons for hybrid SBFL methods. With regard to emerging challenges in SBFL, the book mainly covers the frequently encountered oracle problem in SBFL and introduces a metamorphic slice-based solution. In addition, it discusses the challenge of multiple-fault localization and presents cutting-edge approaches to overcoming it. SBFL is a widely studied research area with a massive amount of publications. Thus, it is essential that the software engineering community, especially those involved in program debugging, software maintenance and software quality assurance (including both newcomers and researchers who want to gain deeper insights) understand the most fundamental theories – which could also be very helpful to ensuring the healthy development of the field.

Fundamental Approaches To Software Engineering

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Author : Alessandra Russo
language : en
Publisher: Springer
Release Date : 2018-04-11

Fundamental Approaches To Software Engineering written by Alessandra Russo and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-04-11 with Computers categories.

This book is Open Access under a CC BY licence. This book constitutes the proceedings of the 21st International Conference on Fundamental Approaches to Software Engineering, FASE 2018, which took place in Thessaloniki, Greece in April 2018, held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2018.The 19 papers presented in this volume were carefully reviewed and selected from 63 submissions. The papers are organized in topical sections named: model-based software development; distributed program and system analysis; software design and verification; specification and program testing; family-based software development.

A Mixed Approach To Spectrum Based Fault Localization Using Information Theoretic Foundations

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Author : Shounak Roychowdhury
language : en
Publisher:
Release Date : 2013

A Mixed Approach To Spectrum Based Fault Localization Using Information Theoretic Foundations written by Shounak Roychowdhury and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013 with categories.

Fault localization, i.e., locating faults in code, such as faulty statements or expressions, which are responsible for observed failures, is traditionally a manual, laborious, and tedious task. Recent years have seen much progress in automated techniques for fault localization. A particularly promising approach is to utilize program execution spectra to analyze passing and failing runs and compute how likely each statement is to be faulty. Techniques based on this approach have so far largely focused on either using statistical analysis or similarity-based measures, which have a natural application in evaluating such runs. However, in spite of some initial success, the current techniques lack the effectiveness of localizing the faults with a high degree of confidence in real applications. Our thesis is that information theoretic feature selection can provide a basis for novel techniques that mix coverage of different program elements for improving the effectiveness of fault localization using program spectra. Our basic insight is that each additional failing or passing run can increase the information diversity with respect to the program elements, which can help localize faults in code. For example, the statements with maximum feature diversity information can point to the most suspicious lines of code. This dissertation presents a new fault localization approach that embodies our insight and introduces Bernoulli divergence for feature selection and uses it as the foundation for two novel techniques: (1) mixing of branch and statement coverage information; and (2) varying of feature granularity from function-level to statement-level. An experimental evaluation using a suite of subject programs commonly used in evaluation of fault localization techniques shows that our approach provides an effective basis for fault localization.

Proceedings

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Author :
language : en
Publisher: Institute of Electrical & Electronics Engineers(IEEE)
Release Date : 2003

Proceedings written by and has been published by Institute of Electrical & Electronics Engineers(IEEE) this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Computers categories.

The ASE conference is the major conference for theory and practice concerned with automating the software development process. Formerly known as Knowledge-Based Software Engineering (KBSE), the conference expanded in order to reach out to other scientific communities concerned with the automation aspects of formal methods, software process, human-computer interaction, requirements engineering, reverse engineering, testing and verification and validation, while still including an active artificial intelligence and knowledge-based research focus.

Spectrum Based Fault Localization In Embedded Software

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Author : Rui Filipe Lima Maranhão de Abreu
language : en
Publisher:
Release Date : 2009

Spectrum Based Fault Localization In Embedded Software written by Rui Filipe Lima Maranhão de Abreu and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with categories.

Proceedings Of The European Test Conference

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Author :
language : en
Publisher:
Release Date : 1991

Proceedings Of The European Test Conference written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1991 with Automatic test equipment categories.

Ias 93

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Author : IEEE Industry Applications Society. Meeting
language : en
Publisher:
Release Date : 1993

Ias 93 written by IEEE Industry Applications Society. Meeting and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with Electric machinery categories.

Handbook Of Software Fault Localization

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Author : W. Eric Wong
language : en
Publisher: John Wiley & Sons
Release Date : 2023-04-21

Handbook Of Software Fault Localization written by W. Eric Wong and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-04-21 with Computers categories.

Handbook of Software Fault Localization A comprehensive analysis of fault localization techniques and strategies In Handbook of Software Fault Localization: Foundations and Advances, distinguished computer scientists Prof. W. Eric Wong and Prof. T.H. Tse deliver a robust treatment of up-to-date techniques, tools, and essential issues in software fault localization. The authors offer collective discussions of fault localization strategies with an emphasis on the most important features of each approach. The book also explores critical aspects of software fault localization, like multiple bugs, successful and failed test cases, coincidental correctness, faults introduced by missing code, the combination of several fault localization techniques, ties within fault localization rankings, concurrency bugs, spreadsheet fault localization, and theoretical studies on fault localization. Readers will benefit from the authors’ straightforward discussions of how to apply cost-effective techniques to a variety of specific environments common in the real world. They will also enjoy the in-depth explorations of recent research directions on this topic. Handbook of Software Fault Localization also includes: A thorough introduction to the concepts of software testing and debugging, their importance, typical challenges, and the consequences of poor efforts Comprehensive explorations of traditional fault localization techniques, including program logging, assertions, and breakpoints Practical discussions of slicing-based, program spectrum-based, and statistics-based techniques In-depth examinations of machine learning-, data mining-, and model-based techniques for software fault localization Perfect for researchers, professors, and students studying and working in the field, Handbook of Software Fault Localization: Foundations and Advances is also an indispensable resource for software engineers, managers, and software project decision makers responsible for schedule and budget control.

The Post Office Electrical Engineers Journal

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Author :
language : en
Publisher:
Release Date : 1962

The Post Office Electrical Engineers Journal written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1962 with Electrical engineering categories.

Proceedings Of The Asme Nondestructive Evaluation Engineering Division

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Author :
language : en
Publisher:
Release Date : 2004

Proceedings Of The Asme Nondestructive Evaluation Engineering Division written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with Aerospace engineering categories.