4 code implementations • ICML 2020 • Xingjun Ma, Hanxun Huang, Yisen Wang, Simone Romano, Sarah Erfani, James Bailey
However, in practice, simply being robust is not sufficient for a loss function to train accurate DNNs.
Ranked #30 on Image Classification on mini WebVision 1.0 (ImageNet Top-1 Accuracy metric)
no code implementations • 17 Jun 2016 • Yang Lei, James C. Bezdek, Simone Romano, Nguyen Xuan Vinh, Jeffrey Chan, James Bailey
For example, NCinc bias in the RI can be changed to NCdec bias by skewing the distribution of clusters in the ground truth partition.
no code implementations • 3 Dec 2015 • Simone Romano, Nguyen Xuan Vinh, James Bailey, Karin Verspoor
In particular, the Adjusted Rand Index (ARI) based on pair-counting, and the Adjusted Mutual Information (AMI) based on Shannon information theory are very popular in the clustering community.
no code implementations • 27 Oct 2015 • Simone Romano, Nguyen Xuan Vinh, James Bailey, Karin Verspoor
For example: non-linear dependencies between two continuous variables can be explored with the Maximal Information Coefficient (MIC); and categorical variables that are dependent to the target class are selected using Gini gain in random forests.