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» Computationally Efficient Transductive Machines
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FPL
2000
Springer
124views Hardware» more  FPL 2000»
13 years 11 months ago
Balancing Logic Utilization and Area Efficiency in FPGAs
Abstract. In this paper we outline a procedure to determine appropriate partitioning of programmable logic and interconnect area to minimize overall device area across a broad rang...
Russell Tessier, Heather Giza
EMNLP
2008
13 years 9 months ago
Decomposability of Translation Metrics for Improved Evaluation and Efficient Algorithms
BLEU is the de facto standard for evaluation and development of statistical machine translation systems. We describe three real-world situations involving comparisons between diff...
David Chiang, Steve DeNeefe, Yee Seng Chan, Hwee T...
SDM
2010
SIAM
181views Data Mining» more  SDM 2010»
13 years 5 months ago
Efficient Nonnegative Matrix Factorization with Random Projections
The recent years have witnessed a surge of interests in Nonnegative Matrix Factorization (NMF) in data mining and machine learning fields. Despite its elegant theory and empirical...
Fei Wang, Ping Li
ICCV
2009
IEEE
15 years 22 days ago
Efficient subset selection based on the Renyi entropy
Many machine learning algorithms require the summation of Gaussian kernel functions, an expensive operation if implemented straightforwardly. Several methods have been proposed t...
Vlad I. Morariu1, Balaji V. Srinivasan, Vikas C. R...
STOC
1993
ACM
117views Algorithms» more  STOC 1993»
13 years 12 months ago
Efficient noise-tolerant learning from statistical queries
In this paper, we study the problem of learning in the presence of classification noise in the probabilistic learning model of Valiant and its variants. In order to identify the cl...
Michael J. Kearns