Testing and Validating Machine Learning Classifiers by Metamorphic Testing

Machine Learning algorithms have provided core functionality to many application domains - such as bioinformatics, computational linguistics, etc. However, it is difficult to detect faults in such applications because often there is no "test oracle" to verify the correctness of the compute...

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Veröffentlicht in:The Journal of systems and software. - 1998. - 84(2011), 4 vom: 01. Apr., Seite 544-558
1. Verfasser: Xie, Xiaoyuan (VerfasserIn)
Weitere Verfasser: Ho, Joshua W K, Murphy, Christian, Kaiser, Gail, Xu, Baowen, Chen, Tsong Yueh
Format: Aufsatz
Sprache:English
Veröffentlicht: 2011
Zugriff auf das übergeordnete Werk:The Journal of systems and software
Schlagworte:Journal Article