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A Testing Tool for Machine Learning Applications

Conference Paper


Abstract


  • We present the design of MTKeras, a generic metamorphic testing framework for machine learning, and demonstrate its effectiveness through case studies in image classification and sentiment analysis.

Publication Date


  • 2020

Publisher


Citation


  • Liu, Y., Liu, Y., Chen, T. Y., & Zhou, Z. Q. (2020). A Testing Tool for Machine Learning Applications. In Proceedings - 2020 IEEE/ACM 42nd International Conference on Software Engineering Workshops, ICSEW 2020 (pp. 386-387). doi:10.1145/3387940.3392694

Scopus Eid


  • 2-s2.0-85093078025

Web Of Science Accession Number


Start Page


  • 386

End Page


  • 387

Abstract


  • We present the design of MTKeras, a generic metamorphic testing framework for machine learning, and demonstrate its effectiveness through case studies in image classification and sentiment analysis.

Publication Date


  • 2020

Publisher


Citation


  • Liu, Y., Liu, Y., Chen, T. Y., & Zhou, Z. Q. (2020). A Testing Tool for Machine Learning Applications. In Proceedings - 2020 IEEE/ACM 42nd International Conference on Software Engineering Workshops, ICSEW 2020 (pp. 386-387). doi:10.1145/3387940.3392694

Scopus Eid


  • 2-s2.0-85093078025

Web Of Science Accession Number


Start Page


  • 386

End Page


  • 387