How higher order mutant testing performs for deep learning models: A fine-grained evaluation of test effectiveness and efficiency improved from second-order mutant-classification tuples

Author:

Li YanhuiORCID,Shen Weijun,Wu Tengchao,Chen LinORCID,Wu Di,Zhou Yuming,Xu Baowen

Funder

National Natural Science Foundation of China

Publisher

Elsevier BV

Subject

Computer Science Applications,Information Systems,Software

Reference65 articles.

1. Deep learning;LeCun;Nature,2015

2. Reducing the dimensionality of data with neural networks;Hinton;Science,2006

3. Imagenet classification with deep convolutional neural networks;Krizhevsky,2012

4. C.C. Dan, U. Meier, J. Masci, L.M. Gambardella, J. Schmidhuber, Flexible, high performance convolutional neural networks for image classification, in: International Joint Conference on Ijcai, 2011.

5. Convolutional neural networks for speech recognition;Abdel-Hamid;IEEEACM Trans. Audio Speech Lang. Process.,2014

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