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KS(conf): A Light-Weight Test if a Multiclass Classifier Operates Outside of Its Specifications
We study the problem of automatically detecting if a given multi-class classifier operates outside of its specifications (out-of-specs), i.e. on input data from a different distribution than what it was trained for. This is an important problem to solve on the road towards creating reliable computer...
| Autores principales: | , |
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| Formato: | Online Artículo Texto |
| Lenguaje: | English |
| Publicado: |
Springer US
2019
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| Materias: | |
| Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7152589/ https://www.ncbi.nlm.nih.gov/pubmed/32313381 http://dx.doi.org/10.1007/s11263-019-01232-x |