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17 years 1 months ago
Multi-Class Active Learning for Image Classification
One of the principal bottlenecks in applying learning techniques to classification problems is the large amount of labeled training data required. Especially for images and video, ...
Ajay J. Joshi, Fatih Porikli, Nikolaos Papanikolop...
UAI
2001
15 years 7 months ago
A Bayesian Multiresolution Independence Test for Continuous Variables
In this paper we present a method of computing the posterior probability of conditional independence of two or more continuous variables from data, examined at several resolutions...
Dimitris Margaritis, Sebastian Thrun
NIPS
2008
15 years 7 months ago
Dimensionality Reduction for Data in Multiple Feature Representations
In solving complex visual learning tasks, adopting multiple descriptors to more precisely characterize the data has been a feasible way for improving performance. These representa...
Yen-Yu Lin, Tyng-Luh Liu, Chiou-Shann Fuh
DASFAA
2009
IEEE
136views Database» more  DASFAA 2009»
16 years 1 months ago
The Effect of Data Quality Tag Values and Usable Data Quality Tags on Decision-Making
Prior research has shown that supplying decision-makers with data quality (DQ) tags, metadata about the quality of data used in decision-making, can impact decision outcomes in cer...
Rosanne Price, Graeme G. Shanks
SIAMSC
2010
132views more  SIAMSC 2010»
15 years 1 months ago
Some Improvements for the Fast Sweeping Method
In this paper, we outline two improvements to the fast sweeping method to improve the speed of the method in general and more specifically in cases where the speed is changing rapi...
Stanley Bak, Joyce R. McLaughlin, Daniel Renzi