Browsing FAS Scholarly Articles by Keyword "Accuracy"

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    • Workload Prediction for Adaptive Power Scaling Using Deep Learning 

      Tarsa, Stephen John; Kumar, Amit; Kung, H. T. (IEEE, 2014)
      We apply hierarchical sparse coding, a form of deep learning, to model user-driven workloads based on on-chip hardware performance counters. We then predict periods of low instruction throughput, during which frequency and ...