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Accurate data-driven prediction does not mean high reproducibility

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A valid machine model is predictive, but a predictive model may not be valid. The gap between these two can be larger than many practitioners may expect.

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Fig. 1: Accuracy versus validity.

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Acknowledgements

This work has been supported by ARC Discovery Project grant DP170101306 and NHMRC grant 1123042.

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Authors and Affiliations

  1. School of Information Technology and Mathematical Sciences, University of South Australia, Adelaide, South Australia, Australia

    Jiuyong Li, Lin Liu, Thuc Duy Le & Jixue Liu

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  1. Jiuyong Li
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  2. Lin Liu
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  3. Thuc Duy Le
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  4. Jixue Liu
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Correspondence to Jiuyong Li.

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Li, J., Liu, L., Le, T.D. et al. Accurate data-driven prediction does not mean high reproducibility. Nat Mach Intell 2, 13–15 (2020). https://doi.org/10.1038/s42256-019-0140-2

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