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Deep Support Vector Machines
Published on Aug 26, 201321374 Views
In this paper we describe a novel extension of the support vector machine, called the deep support vector machine (DSVM). The original SVM has a single layer with kernel functions and is therefore a
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Chapter list
Deep Support Vector Machines00:00
Contents00:32
Machine Learning00:59
Limitations of Support Vector Machines01:58
Support Vector Regression (1)03:57
Support Vector Regression (2)04:41
SVM Regression Objective Function05:18
Optimization Algorithms06:38
Multiple Kernel Learning07:33
Main Ideas of DSVMs08:18
Architecture09:58
Workings10:40
Adapted objective11:24
Training procedure (1)12:17
Training procedure (2)12:45
Training procedure (3)13:23
Related work15:08
Experiments (1)15:56
Results (1)17:43
Experiments (2)18:37
Results (2)18:48
Summary19:33
Future work20:37
Acknowledgments21:35
Questions21:42