MTKeras: An Automated Metamorphic Testing Platform

نویسندگان

چکیده

This paper presents an automated, domain-independent, metamorphic testing platform called MTKeras. In this paper, we report on investigation demonstrating the effectiveness and usability of MTKeras through five case studies in four domains image classification, sentiment analysis, search engines database management systems. We also combining relation (input) patterns individual relations, enhancing failure-finding abilities relations. The results our experiments support patterns, use research reported shows applicability introduces a practical tool for community.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Automated Metamorphic Testing

Usual techniques for automatic test data generation are based on the assumption that a complete oracle will be available during the testing process. However, there are programs for which this assumption is unreasonable. Recently, Chen et al. [3, 4] proposed to overcome this obstacle by using known relations over the input data and their unknown expected outputs to seek a subclass of faults insi...

متن کامل

MT4WS: an automated metamorphic testing system for web services

The use of web services has been growing significantly, with increasingly large numbers of applications being implemented through the web. A difficulty associated with this development is the quality assurance of these services, specifically the challenges encountered when testing the applications – amongst other things, testers may not have access to the source code, and the correctness of the...

متن کامل

Automated metamorphic testing of variability analysis tools

Variability determines the capability of software applications to be configured and customized. A common need during the development of variability–intensive systems is the automated analysis of their underlying variability models, e.g. detecting contradictory configuration options. The analysis operations that are performed on variability models are often very complex, which hinders the testin...

متن کامل

Automated metamorphic testing on the analyses of feature models

Context. A Feature Model (FM) represents the valid combinations of features in a domain. The automated extraction of information from FMs is a complex task that involves numerous analysis operations, techniques and tools. Current testing methods in this context are manual and rely on the ability of the tester to decide whether the output of an analysis is correct. However, this is acknowledged ...

متن کامل

Metamorphic Testing and Testing with Special Values

The problem of testing programs without test oracles is well known. A commonly used approach is to use special values in testing but this is often insufficient to ensure program correctness. This paper demonstrates the use of metamorphic testing to uncover faults in programs, which could not be detected by special test values. Metamorphic testing can be used as a complementary test method to sp...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: International Journal of Software Engineering and Knowledge Engineering

سال: 2021

ISSN: ['0218-1940', '1793-6403']

DOI: https://doi.org/10.1142/s021819402150039x