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» Regularized multi--task learning
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SIGIR
2008
ACM
15 years 5 months ago
Learning query intent from regularized click graphs
This work presents the use of click graphs in improving query intent classifiers, which are critical if vertical search and general-purpose search services are to be offered in a ...
Xiao Li, Ye-Yi Wang, Alex Acero
WSDM
2012
ACM
301views Data Mining» more  WSDM 2012»
14 years 1 months ago
Learning evolving and emerging topics in social media: a dynamic nmf approach with temporal regularization
As massive repositories of real-time human commentary, social media platforms have arguably evolved far beyond passive facilitation of online social interactions. Rapid analysis o...
Ankan Saha, Vikas Sindhwani
PKDD
2009
Springer
117views Data Mining» more  PKDD 2009»
16 years 13 days ago
New Regularized Algorithms for Transductive Learning
Abstract. We propose a new graph-based label propagation algorithm for transductive learning. Each example is associated with a vertex in an undirected graph and a weighted edge be...
Partha Pratim Talukdar, Koby Crammer
IJCNN
2000
IEEE
15 years 10 months ago
Regularization Learning and Early Stopping in Linear Networks
Katsuyuki Hagiwara, Kazuhiro Kuno
KDD
1994
ACM
120views Data Mining» more  KDD 1994»
15 years 10 months ago
Learning Data Trend Regularities From Databases in a Dynamic Environment
Xiaohua Hu, Nick Cercone, Jinshi Xie