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Explore deep auto-coder and big data learning to hard drive failure prediction: a two-level semi-supervised model
Published in Connection Science, 2022
Yan Ding, Yunan Zhai, Yujuan Zhai, Jia Zhao
Jiang et al. (2020) tried to build disk failure prediction from an economic cost perspective, aiming to minimise the disk failure recovery cost. For mapping sample-level prediction results to disk-level prediction results, they developed a leaky-bucket algorithm, by adjusting the bucketsize to further make the failure recovery cost reduced.