Dynamic Sampling Approach to Training Neural Networks for Multiclass Imbalance Classification

2013 ◽  
Vol 24 (4) ◽  
pp. 647-660 ◽  
Author(s):  
Minlong Lin ◽  
Ke Tang ◽  
Xin Yao
Keyword(s):  
Neural Networks ◽  
Dynamic Sampling ◽  
Sampling Approach

scholarly journals SLADS-Net: Supervised Learning Approach for Dynamic Sampling using Deep Neural Networks

2018 ◽  
Vol 2018 (15) ◽  
pp. 131-1-1316 ◽  
Author(s):  
Yan Zhang ◽  
G. M. Dilshan Godaliyadda ◽  
Nicola Ferrier ◽  
Emine B. Gulsoy ◽  
Charles A. Bouman ◽  
...  
Keyword(s):  
Neural Networks ◽  
Supervised Learning ◽  
Deep Neural Networks ◽  
Learning Approach ◽  
Dynamic Sampling

scholarly journals Centralized Data-Sampling Approach for GlobalOt-αSynchronization of Fractional-Order Neural Networks with Time Delays

2017 ◽  
Vol 2017 ◽  
pp. 1-10 ◽  
Author(s):  
Jin-E Zhang
Keyword(s):  
Neural Networks ◽  
Fractional Order ◽  
Time Delays ◽  
Leibniz Rule ◽  
Data Sampling ◽  
Control Performance ◽  
Sufficient Criterion ◽  
Coupled Neural Networks ◽  
Synchronization Problem ◽  
Sampling Approach

In this paper, the globalO(t-α)synchronization problem is investigated for a class of fractional-order neural networks with time delays. Taking into account both better control performance and energy saving, we make the first attempt to introduce centralized data-sampling approach to characterize theO(t-α)synchronization design strategy. A sufficient criterion is given under which the drive-response-based coupled neural networks can achieve globalO(t-α)synchronization. It is worth noting that, by using centralized data-sampling principle, fractional-order Lyapunov-like technique, and fractional-order Leibniz rule, the designed controller performs very well. Two numerical examples are presented to illustrate the efficiency of the proposed centralized data-sampling scheme.

scholarly journals A Dynamic Sampling Approach for Cost Reduction in Semiconductor Manufacturing

2018 ◽  
Vol 17 ◽  
pp. 1031-1038
Author(s):  
Gian Antonio Susto ◽  
Marco Maggipinto ◽  
Federico Zocco ◽  
Sean McLoone
Keyword(s):  
Cost Reduction ◽  
Semiconductor Manufacturing ◽  
Dynamic Sampling ◽  
Sampling Approach
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