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
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