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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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Main Authors: | , , , , , |
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Formato: | Artigo |
Idioma: | Inglês |
Publicado em: |
2011
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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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