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» Some Methods of Replacing the Nearest Neighbor Method
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PVLDB
2010
179views more  PVLDB 2010»
13 years 7 months ago
Nearest Neighbor Search with Strong Location Privacy
The tremendous growth of the Internet has significantly reduced the cost of obtaining and sharing information about individuals, raising many concerns about user privacy. Spatial...
Stavros Papadopoulos, Spiridon Bakiras, Dimitris P...
ICDE
2000
IEEE
121views Database» more  ICDE 2000»
14 years 10 months ago
Creating a Customized Access Method for Blobworld
We present the design and analysis of a customized access method for the content-based image retrieval system, Blobworld. Using the amdb access method analysis tool, we analyzed t...
Megan Thomas, Chad Carson, Joseph M. Hellerstein
FLAIRS
2008
13 years 11 months ago
Extending Nearest Neighbor Classification with Spheres of Confidence
The standard kNN algorithm suffers from two major drawbacks: sensitivity to the parameter value k, i.e., the number of neighbors, and the use of k as a global constant that is ind...
Ulf Johansson, Henrik Boström, Rikard Kö...
IPMI
2007
Springer
14 years 9 months ago
High-Dimensional Entropy Estimation for Finite Accuracy Data: R-NN Entropy Estimator
Abstract. We address the problem of entropy estimation for highdimensional finite-accuracy data. Our main application is evaluating high-order mutual information image similarity c...
Jan Kybic
IDA
2006
Springer
13 years 9 months ago
Classification of symbolic objects: A lazy learning approach
Symbolic data analysis aims at generalizing some standard statistical data mining methods, such as those developed for classification tasks, to the case of symbolic objects (SOs). ...
Annalisa Appice, Claudia d'Amato, Floriana Esposit...