The maximal data piling direction for discrimination
By Jeongyoun Ahn, James Stephen Marron. 2010
87 citations recorded by the source corpus.
Subfields: Computational Mechanics, Computer Vision and Pattern Recognition, Statistics and Probability
View Paper: https://www.semanticscholar.org/paper/1c72da78283c7c9ce7c506d554f153cc87f70543
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
In Computational Mechanics
In Computer Vision and Pattern Recognition
- Lewis D. Griffin
- Jae Hyun Lim
- Jong Chul Ye
- Thomas Tanay
- Tianfu Wu
- Luc Van Gool
- Karen Simonyan
- Ming-Hsuan Yang
In Statistics and Probability
Citations in the corpus
- A Boundary Tilting Persepective on the Phenomenon of Adversarial Examples (2016, background): “This effect is very reminiscent of the data piling phenomenon studied by Marron et al. (2007) and Ahn and Marron (2010) on high-dimension low-sample size data.”
- Geometric GAN (2017, methodology): “In particular the normal vector w for the seperating hyperplane is given by the difference of the class means: Note that if the variables are first mean centered then scaled by the standard deviation, then the mean difference is equivalent to the naive Bayes classifier [10, 11, 12].”