Test Adequacy for Metamorphic Testing: Criteria, Measurement, and Implication

TL;DR

This paper introduces new criteria and a measurement method for assessing the adequacy of metamorphic testing, linking test quality to fault detection effectiveness and guiding better test suite construction.

Contribution

It proposes a novel set of test adequacy criteria and a measurement approach specifically tailored for metamorphic testing, addressing a gap in existing testing frameworks.

Findings

Test adequacy correlates with fault detection effectiveness.

Proposed measurement effectively evaluates test suite quality.

Guidelines for constructing effective metamorphic test suites.

Abstract

Metamorphic testing (MT) is a simple yet effective technique to alleviate the oracle problem in software testing. The underlying idea of MT is to test a software system by checking whether metamorphic relations (MRs) hold among multiple test inputs (including source and follow-up inputs) and the actual output of their executions. Since MRs and source inputs are two essential components of MT, considerable efforts have been made to examine the systematic identification of MRs and the effective generation of source inputs, which has greatly enriched the fundamental theory of MT since its invention. However, few studies have investigated the test adequacy assessment issue of MT, which hinders the objective measurement of MT's test quality as well as the effective construction of test suites. Although in the context of traditional software testing, there exist a number of test adequacy criteria that specify testing requirements to constitute an adequate test from various perspectives, they are not in line with MT's focus which is to test the software under testing (SUT) from the perspective of necessary properties. In this paper, we proposed a new set of criteria that specifies testing requirements from the perspective of necessary properties satisfied by the SUT, and designed a test adequacy measurement that evaluates the degree of adequacy based on both MRs and source inputs. The experimental results have shown that the proposed measurement can effectively indicate the fault detection effectiveness of test suites, i.e., test suites with increased test adequacy usually exhibit higher effectiveness in fault detection. Our work made an attempt to assess the test adequacy of MT from a new perspective, and our criteria and measurement provide a new approach to evaluate the test quality of MT and provide guidelines for constructing effective test suites of MT.