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» Supervised learning of local projection kernels
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71
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IJON
2010
109views more  IJON 2010»
14 years 10 months ago
Supervised learning of local projection kernels
Mehmet Gönen, Ethem Alpaydin
JMLR
2008
107views more  JMLR 2008»
15 years 5 days ago
A Library for Locally Weighted Projection Regression
In this paper we introduce an improved implementation of locally weighted projection regression (LWPR), a supervised learning algorithm that is capable of handling high-dimensiona...
Stefan Klanke, Sethu Vijayakumar, Stefan Schaal
130
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PSIVT
2009
Springer
400views Multimedia» more  PSIVT 2009»
15 years 6 months ago
Local Image Descriptors Using Supervised Kernel ICA
PCA-SIFT is an extension to SIFT which aims to reduce SIFT’s high dimensionality (128 dimensions) by applying PCA to the gradient image patches. However PCA is not a discriminati...
Masaki Yamazaki, Sidney Fels
124
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ICMLC
2005
Springer
15 years 5 months ago
Kernel-Based Metric Adaptation with Pairwise Constraints
Abstract. Many supervised and unsupervised learning algorithms depend on the choice of an appropriate distance metric. While metric learning for supervised learning tasks has a lon...
Hong Chang, Dit-Yan Yeung
IJCV
2008
266views more  IJCV 2008»
15 years 6 days ago
Learning to Recognize Objects with Little Supervision
This paper shows (i) improvements over state-of-the-art local feature recognition systems, (ii) how to formulate principled models for automatic local feature selection in object c...
Peter Carbonetto, Gyuri Dorkó, Cordelia Sch...