• DocumentCode
    1100461
  • Title

    Spatial Sampling and Regression Strategies

  • Author

    Lee, Benjamin C. ; Brooks, David

  • Author_Institution
    Harvard University
  • Volume
    27
  • Issue
    3
  • fYear
    2007
  • Firstpage
    74
  • Lastpage
    93
  • Abstract
    This new simulation paradigm for microarchitectural design evaluation and optimization counters growing simulation costs stemming from the exponentially increasing size of design spaces. the authors demonstrate how to obtain a more comprehensive understanding of the design space by selectively simulating a modest number of designs from that space and then more effectively leveraging the simulation data using techniques in statistical inference.
  • Keywords
    data analysis; inference mechanisms; regression analysis; design space; microarchitectural design evaluation; microarchitectural design optimization; simulation data; spatial sampling; statistical inference; Circuit simulation; Computational efficiency; Computational modeling; Computer simulation; Costs; Design optimization; Microarchitecture; Predictive models; Sampling methods; Statistical analysis; and visualization; mathematics of computing; modeling; modeling methodologies; modeling of computer architecture; performance analysis and design aids; robust regression; simulation;
  • fLanguage
    English
  • Journal_Title
    Micro, IEEE
  • Publisher
    ieee
  • ISSN
    0272-1732
  • Type

    jour

  • DOI
    10.1109/MM.2007.61
  • Filename
    4292059