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» Supervised learning of local projection kernels
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76
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IJON
2010
109views more  IJON 2010»
14 years 11 months ago
Supervised learning of local projection kernels
Mehmet Gönen, Ethem Alpaydin
112
Voted
JMLR
2008
107views more  JMLR 2008»
15 years 1 months 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
141
Voted
PSIVT
2009
Springer
400views Multimedia» more  PSIVT 2009»
15 years 7 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
ICMLC
2005
Springer
15 years 6 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
100
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IJCV
2008
266views more  IJCV 2008»
15 years 1 months 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...