66 citations · 104 across the 11 of their papers we have counts for
4 papers · 1 filter
DeepROCK: Error-controlled interaction detection in deep neural networks
Winston Chen, William Stafford Noble, Yang Young Lu
The complexity of deep neural networks (DNNs) makes them powerful but also makes them challenging to interpret, hindering their applicability in error-intolerant domains. Existing…
DANCE: Enhancing saliency maps using decoys
Yang Lu, Wenbo Guo, Xinyu Xing +1
Saliency methods can make deep neural network predictions more interpretable by identifying a set of critical features in an input sample, such as pixels that contribute most stron…
apricot: Submodular selection for data summarization in Python
Jacob Schreiber, Jeffrey Bilmes, William Stafford Noble
We present apricot, an open source Python package for selecting representative subsets from large data sets using submodular optimization. The package implements an efficient greed…
DeepPINK: reproducible feature selection in deep neural networks
Yang Young Lu, Yingying Fan, Jinchi Lv +1
Deep learning has become increasingly popular in both supervised and unsupervised machine learning thanks to its outstanding empirical performance. However, because of their intrin…