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» Transductive Learning via Spectral Graph Partitioning
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122
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ICML
2003
IEEE
16 years 1 months ago
Transductive Learning via Spectral Graph Partitioning
We present a new method for transductive learning, which can be seen as a transductive version of the k nearest-neighbor classifier. Unlike for many other transductive learning me...
Thorsten Joachims
102
Voted
ICML
2007
IEEE
16 years 1 months ago
Spectral clustering and transductive learning with multiple views
We consider spectral clustering and transductive inference for data with multiple views. A typical example is the web, which can be described by either the hyperlinks between web ...
Dengyong Zhou, Christopher J. C. Burges
101
Voted
EMNLP
2006
15 years 2 months ago
Lexicon Acquisition for Dialectal Arabic Using Transductive Learning
We investigate the problem of learning a part-of-speech (POS) lexicon for a resource-poor language, dialectal Arabic. Developing a high-quality lexicon is often the first step tow...
Kevin Duh, Katrin Kirchhoff
87
Voted
ECCC
2006
104views more  ECCC 2006»
15 years 1 months ago
Graph partitioning via adaptive spectral techniques
Amin Coja-Oghlan
123
Voted
ICML
2008
IEEE
16 years 1 months ago
Graph transduction via alternating minimization
Graph transduction methods label input data by learning a classification function that is regularized to exhibit smoothness along a graph over labeled and unlabeled samples. In pr...
Jun Wang, Tony Jebara, Shih-Fu Chang