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175
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JMLR
2012
13 years 6 months ago
Online Incremental Feature Learning with Denoising Autoencoders
While determining model complexity is an important problem in machine learning, many feature learning algorithms rely on cross-validation to choose an optimal number of features, ...
Guanyu Zhou, Kihyuk Sohn, Honglak Lee
166
Voted
JMLR
2012
13 years 6 months ago
Joint Learning of Words and Meaning Representations for Open-Text Semantic Parsing
Open-text semantic parsers are designed to interpret any statement in natural language by inferring a corresponding meaning representation (MR – a formal representation of its s...
Antoine Bordes, Xavier Glorot, Jason Weston, Yoshu...
160
Voted
JMLR
2012
13 years 6 months ago
Bayesian regularization of non-homogeneous dynamic Bayesian networks by globally coupling interaction parameters
To relax the homogeneity assumption of classical dynamic Bayesian networks (DBNs), various recent studies have combined DBNs with multiple changepoint processes. The underlying as...
Marco Grzegorczyk, Dirk Husmeier
138
Voted
SASO
2008
IEEE
15 years 10 months ago
nuBOINC: BOINC Extensions for Community Cycle Sharing
Currently, cycle sharing over the Internet is a one-way deal. Computer owners only have one role in the process: to donate their computers’ idle time. This is due to the fact th...
João Nuno Silva, Luís Veiga, Paulo F...
137
Voted
APCSAC
2006
IEEE
15 years 9 months ago
A High Performance Simulator System for a Multiprocessor System Based on a Multi-way Cluster
In the ubiquitous era, it is necessary to research the architectures of multiprocessor system with high performance and low power consumption. A simulator developed in high level l...
Arata Shinozaki, Masatoshi Shima, Minyi Guo, Mitsu...