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» Generality Is Predictive of Prediction Accuracy
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PACS
2004
Springer
141views Hardware» more  PACS 2004»
16 years 1 days ago
Energy-Aware Data Prefetching for General-Purpose Programs
There has been intensive research on data prefetching focusing on performance improvement, however, the energy aspect of prefetching is relatively unknown. Our experiments show th...
Yao Guo, Saurabh Chheda, Israel Koren, C. Mani Kri...
NIPS
2001
15 years 8 months ago
On the Generalization Ability of On-Line Learning Algorithms
In this paper, it is shown how to extract a hypothesis with small risk from the ensemble of hypotheses generated by an arbitrary on-line learning algorithm run on an independent an...
Nicolò Cesa-Bianchi, Alex Conconi, Claudio ...
CVPR
2005
IEEE
16 years 8 months ago
Multi-Output Regularized Projection
Dimensionality reduction via feature projection has been widely used in pattern recognition and machine learning. It is often beneficial to derive the projections not only based o...
Kai Yu, Shipeng Yu, Volker Tresp
ICML
2005
IEEE
16 years 7 months ago
Ensembles of biased classifiers
We propose a novel ensemble learning algorithm called Triskel, which has two interesting features. First, Triskel learns an ensemble of classifiers, each biased to have high preci...
Andreas Heß, Nicholas Kushmerick, Rinat Khou...
149
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VLSID
2007
IEEE
100views VLSI» more  VLSID 2007»
16 years 7 months ago
Hardware Efficient Piecewise Linear Branch Predictor
Piecewise linear branch predictor has been demonstrated to have superior prediction accuracy; however, its huge hardware overhead prevents the predictor from being practical in the...
Jiajin Tu, Jian Chen, Lizy K. John