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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 computed outputs....

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Detalhes bibliográficos
Main Authors: Xie, Xiaoyuan, Ho, Joshua W. K., Murphy, Christian, Kaiser, Gail, Xu, Baowen, Chen, Tsong Yueh
Formato: Artigo
Idioma:Inglês
Publicado em: 2011
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC3082144/
https://ncbi.nlm.nih.gov/pubmed/21532969
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.jss.2010.11.920
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