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ICPR
2008
IEEE
14 years 8 months ago
Unsupervised image embedding using nonparametric statistics
Embedding images into a low dimensional space has a wide range of applications: visualization, clustering, and pre-processing for supervised learning. Traditional dimension reduct...
Guobiao Mei, Christian R. Shelton
DBISP2P
2005
Springer
172views Database» more  DBISP2P 2005»
14 years 1 months ago
A Content-Addressable Network for Similarity Search in Metric Spaces
In this paper we present a scalable and distributed access structure for similarity search in metric spaces. The approach is based on the Content– addressable Network (CAN) parad...
Fabrizio Falchi, Claudio Gennaro, Pavel Zezula
ATAL
2007
Springer
14 years 1 months ago
Model-based function approximation in reinforcement learning
Reinforcement learning promises a generic method for adapting agents to arbitrary tasks in arbitrary stochastic environments, but applying it to new real-world problems remains di...
Nicholas K. Jong, Peter Stone
COLT
2008
Springer
13 years 9 months ago
Improved Guarantees for Learning via Similarity Functions
Maria-Florina Balcan, Avrim Blum, Nathan Srebro
ML
2012
ACM
308views Machine Learning» more  ML 2012»
12 years 3 months ago
Visualizing non-metric similarities in multiple maps
Laurens van der Maaten, Geoffrey E. Hinton