Title :
Spatial Sampling and Regression Strategies
Author :
Lee, Benjamin C. ; Brooks, David
Author_Institution :
Harvard University
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;
Journal_Title :
Micro, IEEE