Nature

A multi-classification deep neural network for cancer type identification from high-dimension, small-sample and imbalanced gene microarray data

Gene microarray technology provides an efficient way to diagnose cancer. However, microarray gene expression data face the challenges of high-dimension, small-sample, and multi-class imbalance. The ...
Nature

Deep learning-based automated detection and multiclass classification of focal interictal epileptiform discharges in scalp electroencephalograms

Interictal epileptiform discharges (IEDs) are electroencephalography (EEG) biomarkers of epilepsy important for diagnosing, classifying, and monitoring the disease and for selecting anti-seizure ...