Testing and validating machine learning classifiers by metamorphic testing

Xiaoyuan Xie, Joshua W. K. Ho, Christian Murphy, +3

Journal of Systems and Software

EngineeringMachine LearningData MiningAutomated ReasoningMachine Learning Tool +6

A theoretical analysis of the risk evaluation formulas for spectrum-based fault localization

Xiaoyuan Xie, Tsong Yueh Chen, Fei‐Ching Kuo, +1

ACM Transactions on Software Engineering and Methodology

Fault DiagnosisEngineeringRisk Evaluation FormulasVerificationSafety Science +27

An innovative approach for testing bioinformatics programs using metamorphic testing

Tsong Yueh Chen, Joshua W. K. Ho, Huai Liu, +1

BMC Bioinformatics

Metamorphic slice: An application in spectrum-based fault localization

Xiaoyuan Xie, W. Eric Wong, Tsong Yueh Chen, +1

Information and Software Technology

Hardware SecurityReliability EngineeringEngineeringProgram AnalysisFault Analysis +6

Application of Metamorphic Testing to Supervised Classifiers

Xiaoyuan Xie, Joshua W. K. Ho, Christian Murphy, +2

Artificial IntelligenceEngineeringMachine LearningMachine Learning AlgorithmsMachine Learning Tool +19

METRIC: METamorphic Relation Identification based on the Category-choice framework

Tsong Yueh Chen, Pak‐Lok Poon, Xiaoyuan Xie

Journal of Systems and Software

EngineeringData ScienceData MiningAutomated ReasoningStructure Discovery +2

Human Competitiveness of Genetic Programming in Spectrum-Based Fault Localisation

Shin Yoo, Xiaoyuan Xie, Fei‐Ching Kuo, +2

ACM Transactions on Software Engineering and Methodology

Software MaintenanceEngineeringSoftware EngineeringSoftware AnalysisEmpirical Software Engineering Research +15

Revisit of automatic debugging via human focus-tracking analysis

Xiaoyuan Xie, Zicong Liu, Shuo Song, +3

Software MaintenanceEngineeringAutomated DebuggingSoftware EngineeringSource Code Analysis +17

Crash reproduction via test case mutation: let existing test cases help

Jifeng Xuan, Xiaoyuan Xie, Martin Monperrus

Software MaintenanceEngineeringGeneticsTest Data GenerationSoftware Engineering +16

Spectrum-Based Fault Localization: Testing Oracles are No Longer Mandatory

Xiaoyuan Xie, W. Eric Wong, Tsong Yueh Chen, +1

Software MaintenanceEngineeringVerificationSoftware EngineeringSoftware Analysis +17