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ICPR
2006
IEEE
16 years 4 months ago
A Semi-supervised SVM for Manifold Learning
Many classification tasks benefit from integrating manifold learning and semi-supervised learning. By formulating the learning task in a semi-supervised manner, we propose a novel...
Zhili Wu, Chun-hung Li, Ji Zhu, Jian Huang
137
Voted
ICPR
2002
IEEE
16 years 4 months ago
Solving the Small Sample Size Problem of LDA
The small sample size problem is often encountered in pattern recognition. It results in the singularity of the within-class scatter matrix Sw in Linear Discriminant Analysis (LDA...
Rui Huang, Qingshan Liu, Hanqing Lu, Songde Ma
131
Voted
IROS
2006
IEEE
148views Robotics» more  IROS 2006»
15 years 9 months ago
Environment Understanding: Robust Feature Extraction from Range Sensor Data
— This paper proposes an approach allowing indoor environment supervised learning to recognize relevant features for environment understanding. Stochastic preprocessing methods i...
Antonio Romeo, Luis Montano
124
Voted
IWRIDL
2006
ACM
106views Education» more  IWRIDL 2006»
15 years 9 months ago
Digitizing, coding, annotating, disseminating, and preserving documents
We examine some research issues in pattern recognition and image processing that have been spurred by the needs of digital libraries. Broader – and not only linguistic – conte...
George Nagy
122
Voted
IAT
2005
IEEE
15 years 9 months ago
Conversation Pattern-based Anticipation of Teammates' Information Needs via Overhearing
One research focus of human-centered teamwork is on advanced decision architectures that can help people make effective and timely decisions. This requires distributed team member...
Xiaocong Fan, John Yen