Budget Amount *help |
¥12,220,000 (Direct Cost: ¥9,400,000、Indirect Cost: ¥2,820,000)
Fiscal Year 2020: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2019: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2018: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
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Outline of Final Research Achievements |
We proposed a new metamorphic testing method applicable to checking the correctness of machine learning programs constituting the core mechanism of machine learning frameworks. The contributions include a test generation method employing the notion of semantic noises, metamorphic relations referring to active neuron states, and a testing framework to combine the statistical hypothesis testing method and the metamorphic testing.
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