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104
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MICCAI
2003
Springer
16 years 1 months ago
Correspondence Detection Using Wavelet-Based Attribute Vectors
Finding point correspondence in anatomical images is a key step in shape analysis and deformable registration. This paper proposes an automatic correspondence detection algorithm u...
Zhong Xue, Dinggang Shen, Christos Davatzikos
92
Voted
ICML
2003
IEEE
16 years 1 months ago
Online Feature Selection using Grafting
In the standard feature selection problem, we are given a fixed set of candidate features for use in a learning problem, and must select a subset that will be used to train a mode...
Simon Perkins, James Theiler
90
Voted
ICML
2003
IEEE
16 years 1 months ago
Learning with Knowledge from Multiple Experts
The use of domain knowledge in a learner can greatly improve the models it produces. However, high-quality expert knowledge is very difficult to obtain. Traditionally, researchers...
Matthew Richardson, Pedro Domingos
ICML
2003
IEEE
16 years 1 months ago
Feature Selection for High-Dimensional Data: A Fast Correlation-Based Filter Solution
Feature selection, as a preprocessing step to machine learning, has been effective in reducing dimensionality, removing irrelevant data, increasing learning accuracy, and improvin...
Lei Yu, Huan Liu
87
Voted
WWW
2003
ACM
16 years 1 months ago
Assisted Browsing for Semistructured Data
The development of the RDF[2] standard highlights the fact that a great deal of useful information is in the form of semistructured data--objects connected by relations fitting no...
Vineet Sinha, David R. Karger, David Huynh