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» Large Scale Online Learning
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IJCNN
2006
IEEE
15 years 5 months ago
Dynamic Hyperparameter Scaling Method for LVQ Algorithms
— We propose a new annealing method for the hyperparameters of several recent Learning Vector Quantization algorithms. We first analyze the relationship between values assigned ...
Sambu Seo, Klaus Obermayer
JMLR
2010
195views more  JMLR 2010»
14 years 10 months ago
Online Learning for Matrix Factorization and Sparse Coding
Sparse coding—that is, modelling data vectors as sparse linear combinations of basis elements—is widely used in machine learning, neuroscience, signal processing, and statisti...
Julien Mairal, Francis Bach, Jean Ponce, Guillermo...
112
Voted
INFOCOM
2009
IEEE
15 years 6 months ago
FS2You: Peer-Assisted Semi-Persistent Online Storage at a Large Scale
—It has been widely acknowledged that online storage systems within the “cloud” of the Internet provide services of a substantial value to end users who wish to share files ...
Ye Sun, Fangming Liu, Bo Li, Baochun Li, Xinyan Zh...
TPDS
2010
116views more  TPDS 2010»
14 years 10 months ago
FS2You: Peer-Assisted Semipersistent Online Hosting at a Large Scale
—It has been widely acknowledged that online file hosting systems within the “cloud” of the Internet have provided valuable services to end users who wish to share files of a...
Fangming Liu, Ye Sun, Bo Li, Baochun Li, Xinyan Zh...
114
Voted
APSEC
2005
IEEE
15 years 5 months ago
Supporting Knowledge Collaboration Using Social Networks in a Large-Scale Online Community of Software Development Projects
The scale-free network shown in the small world phenomenon indicates that our human society consists of a small number of people who play the role of hubs linked with many nodes (...
Masao Ohira, Tetsuya Ohoka, Takeshi Kakimoto, Naok...