A fundamental problem in many sciences is the learning of causal structure underlying a
system, typically through observation and experimentation. Commonly, one even collects …

Objective Whereas a scalp electroencephalogram (EEG) is important for diagnosing
epilepsy, a single routine EEG is limited in its diagnostic value. Only a small percentage of …

The transiting mechanism of abnormal brain functional activities, such as the epileptic
seizures, has not been fully elucidated. In this study, we employ a probabilistic neural …

Decision forests (Forests), in particular random forests and gradient boosting trees, have
demonstrated state-of-the-art accuracy compared to other methods in many supervised …

Considering various data modalities, such as images, videos, and text, humans perform
causal reasoning using high-level causal variables, as opposed to operating at the low …

A fundamental problem throughout the sciences is the learning of causal structure
underlying a system, by combining passive observations and active experimentation …

Decision forests, in particular random forests and gradient boosting trees have
demonstrated state-of-the-art accuracy compared to other methods in many supervised …