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309views
16 years 10 days 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
16 years 1 days 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 10 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 10 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 9 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