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» On Semi-Supervised Classification
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EMNLP
2009
13 years 5 months ago
Semi-Supervised Learning for Semantic Relation Classification using Stratified Sampling Strategy
This paper presents a new approach to selecting the initial seed set using stratified sampling strategy in bootstrapping-based semi-supervised learning for semantic relation class...
Longhua Qian, Guodong Zhou, Fang Kong, Qiaoming Zh...
CVPR
2006
IEEE
14 years 9 months ago
Semi-Supervised Classification Using Linear Neighborhood Propagation
We consider the general problem of learning from both labeled and unlabeled data. Given a set of data points, only a few of them are labeled, and the remaining points are unlabele...
Fei Wang, Changshui Zhang, Helen C. Shen, Jingdong...
SDM
2009
SIAM
107views Data Mining» more  SDM 2009»
14 years 4 months ago
A Semi-Supervised Framework for Feature Mapping and Multiclass Classification.
Bo Chen, Ivor Tsang, Tak-Lam Wong, Wai Lam
NPL
2010
69views more  NPL 2010»
13 years 6 months ago
SSPS: A Semi-Supervised Pattern Shift for Classification
Enliang Hu, Xuesong Yin, Yongming Wang, Songcan Ch...
ICML
2003
IEEE
14 years 8 months ago
Semi-Supervised Learning of Mixture Models
This paper analyzes the performance of semisupervised learning of mixture models. We show that unlabeled data can lead to an increase in classification error even in situations wh...
Fabio Gagliardi Cozman, Ira Cohen, Marcelo Cesar C...