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309views
15 years 9 months ago
Improving Nearest Neighbor Classification with Cam Weighted Distance
Nearest neighbor (NN) classification assumes locally constant class conditional probabilities, and suffers from bias in high dimensions with a small sample set. In this paper, we p...
Changyin Zhou, Yanqiu Chen
ALT
2007
Springer
15 years 8 months ago
Learning Kernel Perceptrons on Noisy Data Using Random Projections
In this paper, we address the issue of learning nonlinearly separable concepts with a kernel classifier in the situation where the data at hand are altered by a uniform classific...
Guillaume Stempfel, Liva Ralaivola
HICSS
2009
IEEE
119views Biometrics» more  HICSS 2009»
15 years 6 months ago
Information Sharing at National Borders: Extending the Utility of Border Theory
Research has identified the potential and challenges of information sharing in government settings mostly within the context of a single country. The challenges facing inter-gover...
Celene Navarrete, Sehl Mellouli, Theresa A. Pardo,...
SAC
2009
ACM
15 years 6 months ago
Enhancing XML data warehouse query performance by fragmentation
XML data warehouses form an interesting basis for decisionsupport applications that exploit heterogeneous data from multiple sources. However, XML-native database systems currentl...
Hadj Mahboubi, Jérôme Darmont
IPPS
2009
IEEE
15 years 6 months ago
A cross-input adaptive framework for GPU program optimizations
Abstract—Recent years have seen a trend in using graphic processing units (GPU) as accelerators for general-purpose computing. The inexpensive, single-chip, massively parallel ar...
Yixun Liu, Eddy Z. Zhang, Xipeng Shen