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» Performance prediction based on inherent program similarity
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CGO
2009
IEEE
15 years 4 months ago
Automatic Feature Generation for Machine Learning Based Optimizing Compilation
Recent work has shown that machine learning can automate and in some cases outperform hand crafted compiler optimizations. Central to such an approach is that machine learning tec...
Hugh Leather, Edwin V. Bonilla, Michael O'Boyle
CL
2010
Springer
14 years 10 months ago
Cost-driven autonomous mobility
Autonomous mobile programs (AMPs) offer a novel decentralised load management technology where periodic use is made of cost models to decide where to execute in a network. In this...
Xiao Yan Deng, Greg Michaelson, Philip W. Trinder
JSSPP
2005
Springer
15 years 3 months ago
Modeling User Runtime Estimates
User estimates of job runtimes have emerged as an important component of the workload on parallel machines, and can have a significant impact on how a scheduler treats different ...
Dan Tsafrir, Yoav Etsion, Dror G. Feitelson
ICASSP
2010
IEEE
14 years 10 months ago
Fixed-budget kernel recursive least-squares
We present a kernel-based recursive least-squares (KRLS) algorithm on a fixed memory budget, capable of recursively learning a nonlinear mapping and tracking changes over time. I...
Steven Van Vaerenbergh, Ignacio Santamaría,...
SRDS
2010
IEEE
14 years 7 months ago
Swift Algorithms for Repeated Consensus
We introduce the notion of a swift algorithm. Informally, an algorithm that solves the repeated consensus is swift if, in a partial synchronous run of this algorithm, eventually no...
Fatemeh Borran, Martin Hutle, Nuno Santos, Andr&ea...