scholarly journals Stability-Based Parameter Selection for Data-Driven Model-Free Adaptive Controllers

2019 ◽  
Vol 1302 ◽  
pp. 032055 ◽  
Author(s):  
Kai Deng ◽  
Chunhua Yang
Keyword(s):  
Parameter Selection ◽  
Data Driven ◽  
Adaptive Controllers ◽  
Model Free ◽  
Selection For

scholarly journals On an unsupervised method for parameter selection for the elastic net

2021 ◽  
Vol 4 (6) ◽  
pp. 1-36
Author(s):  
Zeljko Kereta ◽  
◽  
Valeriya Naumova
Keyword(s):  
Statistical Learning ◽  
Selection Criteria ◽  
State Of The Art ◽  
Regularization Parameter ◽  
Parameter Selection ◽  
Elastic Net ◽  
Data Driven ◽  
Regularization Theory ◽  
Automated Algorithm ◽  
Selection For

<abstract><p>Despite recent advances in regularization theory, the issue of parameter selection still remains a challenge for most applications. In a recent work the framework of statistical learning was used to approximate the optimal Tikhonov regularization parameter from noisy data. In this work, we improve their results and extend the analysis to the elastic net regularization. Furthermore, we design a data-driven, automated algorithm for the computation of an approximate regularization parameter. Our analysis combines statistical learning theory with insights from regularization theory. We compare our approach with state-of-the-art parameter selection criteria and show that it has superior accuracy.</p></abstract>

Data-Driven Mode and Group Selection for Downlink MU-MIMO with Implementation in Commodity 802.11ac Network

2021 ◽  
pp. 1-1
Author(s):  
Shi Su ◽  
Wai-Tian Tan ◽  
Xiaoqing Zhu ◽  
Rob Liston ◽  
Behnaam Aazhang
Keyword(s):  
Group Selection ◽  
Data Driven ◽  
Selection For

Blob parameter selection for image representation

2015 ◽  
Vol 32 (10) ◽  
pp. 1898 ◽  
Author(s):  
Younes Benkarroum ◽  
Gabor T. Herman ◽  
Stuart W. Rowland
Keyword(s):  
Image Representation ◽  
Parameter Selection ◽  
Selection For

Data-Driven Lightweight Interest Point Selection for Large-Scale Visual Search

2018 ◽  
Vol 20 (10) ◽  
pp. 2774-2787 ◽  
Author(s):  
Feng Gao ◽  
Xinfeng Zhang ◽  
Yicheng Huang ◽  
Yong Luo ◽  
Xiaoming Li ◽  
...  
Keyword(s):  
Visual Search ◽  
Large Scale ◽  
Data Driven ◽  
Interest Point ◽  
Point Selection ◽  
Selection For
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