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NIPS
2008
13 years 11 months ago
Exact Convex Confidence-Weighted Learning
Confidence-weighted (CW) learning [6], an online learning method for linear classifiers, maintains a Gaussian distributions over weight vectors, with a covariance matrix that repr...
Koby Crammer, Mark Dredze, Fernando Pereira
ICWL
2005
Springer
14 years 3 months ago
Adaptive Internet Interactive Team Video
The increasing popularity of distance learning and online courses has highlighted the lack of collaborative tools for student groups. In addition,
Dan B. Phung, Giuseppe Valetto, Gail E. Kaiser
ML
2000
ACM
103views Machine Learning» more  ML 2000»
13 years 9 months ago
Phase Transitions in Relational Learning
One of the major limitations of relational learning is due to the complexity of verifying hypotheses on examples. In this paper we investigate this task in light of recent publishe...
Attilio Giordana, Lorenza Saitta
NC
2002
196views Neural Networks» more  NC 2002»
13 years 9 months ago
Beyond second-order statistics for learning: A pairwise interaction model for entropy estimation
Second order statistics have formed the basis of learning and adaptation due to its appeal and analytical simplicity. On the other hand, in many realistic engineering problems requ...
Deniz Erdogmus, José Carlos Príncipe...
ISVC
2010
Springer
13 years 8 months ago
Attention-Based Target Localization Using Multiple Instance Learning
Abstract. We propose a novel Multiple Instance Learning (MIL) framework to perform target localization from image sequences. The proposed approach consists of a softmax logistic re...
Karthik Sankaranarayanan, James W. Davis