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» A Distance-Based Packing Method for High Dimensional Data
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SGAI
2005
Springer
14 years 29 days ago
The Effect of Principal Component Analysis on Machine Learning Accuracy with High Dimensional Spectral Data
This paper presents the results of an investigation into the use of machine learning methods for the identification of narcotics from Raman spectra. The classification of spectr...
Tom Howley, Michael G. Madden, Marie-Louise O'Conn...
ICDM
2003
IEEE
184views Data Mining» more  ICDM 2003»
14 years 23 days ago
Analyzing High-Dimensional Data by Subspace Validity
We are proposing a novel method that makes it possible to analyze high dimensional data with arbitrary shaped projected clusters and high noise levels. At the core of our method l...
Amihood Amir, Reuven Kashi, Nathan S. Netanyahu, D...
ICDM
2003
IEEE
115views Data Mining» more  ICDM 2003»
14 years 23 days ago
Icon-based Visualization of Large High-Dimensional Datasets
High dimensional data visualization is critical to data analysts since it gives a direct view of original data. We present a method to visualize large amount of high dimensional d...
Ping Chen, Chenyi Hu, Wei Ding 0003, Heloise Lynn,...
SAC
2006
ACM
14 years 1 months ago
Schemes for SR-Tree packing
Modern database applications like geographic information systems, multimedia databases, and digital libraries dealing with huge volumes of high dimensional data, make use of multi...
Jayendra Venkateswaran, S. R. Subramanya
VISUALIZATION
1996
IEEE
13 years 11 months ago
A Linear Iteration Time Layout Algorithm for Visualising High-Dimensional Data
A technique is presented for the layout of high
Matthew Chalmers