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Statistical Modeling of Feedback Data in an Automatic Tuning System (2000)  (Make Corrections)  
Richard Vuduc, Jeff Bilmes, James Demmel
Third ACM Workshop on Feedback-Directed Dynamic Optimi zation



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Proposes a statistical view of the problem of performance-tuning software automatically.

Abstract: Achieving peak performance from library subroutines usually requires extensive, machine-dependent tuning by hand. Automatic tuning systems have been developed in response which typically operate, at compile-time, by (1) generating a large number of possible implementations of a subroutine, and (2) selecting a fast implementation by an exhaustive, empirical search. In this paper, we show how statistical modeling of the performance feedback data collected during the search phase can be used in... (Update)

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BibTeX entry:   (Update)

@inproceedings{ vuduc2000:statmodel,
   author = {Richard Vuduc and James Demmel and Jeff Bilmes},
   title = {Statistical Modeling of Feedback Data in an Automatic Tuning System}
,
   booktitle = {Third ACM Workshop on Feedback-Directed Dynamic Optimi
zation},
   location = {Monterey, CA},
   month = {December},
   year = {2000},
   url = {citeseer.ist.psu.edu/vuduc00statistical.html} }
Citations (may not include all citations):
947   Statistical Learning Theory (context) - Vapnik - 1998  ACM
387   A set of level 3 basic linear algebra subprograms (context) - Dongarra, Croz et al. - 1990  ACM   DBLP
376   The cache performance and optimizations of blocked algorithm.. (context) - Rothberg, Lam et al. - 1991
345   Basic linear algebra subprograms for Fortran usage (context) - Lawson, Hanson et al. - 1979
157   Automatically tuned linear algebra software - Whaley, Dongarra - 1998  ACM   DBLP
124   FFTW: An adaptive software architecture for the FFT - Frigo, Johnson - 1998
123   Optimizing matrix multiply using PHiPAC: a Portable - Bilmes, Asanovi et al. - 1997
51   An extended set of Fortran basic linear algebra subroutines (context) - Dongarra, Croz et al. - 1988
37   High-level optimization via automated statistical modeling (context) - Brewer - 1995  ACM   DBLP
22   Iterative compilation in program optimization - Kisuki, Knijnenburg et al. - 2000
13   Optimizing sparse matrix vector multiplication on SMPs - Im, Yelick - 1999
7   An investigation of recursive FFT implementations (context) - Haentjens - 2000
6   Numerical tabulation of the distribution of Kolmogorov's sta.. (context) - Birnbaum - 1952
5   Learning to predict performance from formula modeling and tr.. - Singer, Veloso - 2000  ACM   DBLP
3   Automatically tuned collective operations (context) - Vadhiyar, Fagg et al. - 2000
3   matrix-multiply distribution (context) - Bilmes, Asanovi et al. - 1998
1   Technical Report Report (context) - Jordan, logistic - 1995

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