2 papers
cs.NE2016
Interpretable Deep Neural Networks for Single-Trial EEG Classification
Irene Sturm, Sebastian Bach, Wojciech Samek +1
Background: In cognitive neuroscience the potential of Deep Neural Networks (DNNs) for solving complex classification tasks is yet to be fully exploited. The most limiting factor i…
cs.CV2016
Controlling Explanatory Heatmap Resolution and Semantics via Decomposition Depth
Sebastian Bach, Alexander Binder, Klaus-Robert Müller +1
We present an application of the Layer-wise Relevance Propagation (LRP) algorithm to state of the art deep convolutional neural networks and Fisher Vector classifiers to compare th…