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» Deep learning in partially-labeled data streams
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SAC
2015
ACM
3 years 9 months ago
Deep learning in partially-labeled data streams
Of the considerable research on data streams, relatively little deals with classification where only some of the instances in the stream are labeled. Most state-of-the-art data-s...
Jesse Read, Fernando Pérez-Cruz, Albert Bif...
MSR
2015
ACM
3 years 9 months ago
Toward Deep Learning Software Repositories
Abstract—Deep learning subsumes algorithms that automatically learn compositional representations. The ability of these models to generalize well has ushered in tremendous advanc...
JMLR
2012
7 years 3 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
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