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titleconferencedate
FailureMiner: A Joint Key Decision Mining Scheme for Practical SSD Failure Prediction...FAST '262026-02-24
Claims an interpretable pipeline that boosts SSD failure precision by ~38.6% and recall by ~80.5% using production telemetry (70M logs, 85 attributes) from…
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MSFRD: Mutation Similarity based SSD Failure Rating and Diagnosis for Complex...USENIX ATC 20242024-07-10
Proposes MSFRD, which uses dynamic mutation extraction from telemetry (51M+ T logs, 85 custom attributes) and a weighted mutation-similarity metric to score…
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Multi-view Feature-based SSD Failure Prediction: What, When, and WhyFAST '23: 21st USENIX Conference on File and Storage Technologies2023-02-21
Proposes MVTRF multi-view multi-task random forest that concatenates per-log attributes with histogram and sequence features extracted from long-term and…
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