scholarly journals Fusing sufficient dimension reduction with neural networks

2021 ◽  
pp. 107390
Author(s):  
Daniel Kapla ◽  
Lukas Fertl ◽  
Efstathia Bura
Keyword(s):  
Neural Networks ◽  
Dimension Reduction ◽  
Sufficient Dimension Reduction

scholarly journals Cumulative Median Estimation for Sufficient Dimension Reduction

Stats ◽  
2021 ◽  
Vol 4 (1) ◽  
pp. 138-145
Author(s):  
Stephen Babos ◽  
Andreas Artemiou
Keyword(s):  
Dimension Reduction ◽  
Real Data ◽  
Sufficient Dimension Reduction

In this paper, we present the Cumulative Median Estimation (CUMed) algorithm for robust sufficient dimension reduction. Compared with non-robust competitors, this algorithm performs better when there are outliers present in the data and comparably when outliers are not present. This is demonstrated in simulated and real data experiments.

Regularizing invertible neural networks for airfoil design through dimension reduction

2022 ◽  
Author(s):  
Andrew Glaws ◽  
Jeffrey Hokanson ◽  
Ryan King ◽  
Ganesh Vijayakumar
Keyword(s):  
Neural Networks ◽  
Dimension Reduction
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