Predicting severely imbalanced data disk drive failures with machine learning models

Datasets related to hard drive failure, particularly BackBlaze Hard Drive Data, have been widely studied in the literature using many statistical, machine learning, and deep learning techniques. These datasets are severely imbalanced due to the presence of a small number of failed drives compared to...

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Bibliographic Details
Main Authors: Jishan Ahmed, Robert C. Green II
Format: Article
Language:English
Published: Elsevier 2022-09-01
Series:Machine Learning with Applications
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2666827022000585