Alcoholism Detection by Data Augmentation and Convolutional Neural Network with Stochastic Pooling - Wang, Shui-Hua; Lv, Yi-Ding; Sui, Yuxiu; Liu, Shuai; Wang, Su-Jing; Zhang, Yu-Dong (Journal of medical systems, 2018)
Keywords: Acceleration; Aged; Alcoholism; Alcoholism - diagnostic imaging; Alcoholism - pathology; Alcohols; Artificial neural networks; Brain; Brain - diagnostic imaging; Brain - pathology; China; Chronic Disease; Computer vision; Convergence of Deep Machine Learning and Nature Inspired Computing Paradigms for Medical Informatics; Convolution; Data augmentation; Drug abuse; Female; Health Informatics; Health Sciences; Humans; Image & Signal Processing; Image Processing, Computer-Assisted - methods; Male; Medicine; Medicine & Public Health; Middle Aged; Models, Statistical; Neural networks; Neural Networks (Computer); Sensitivity and Specificity; Statistics for Life Sciences; Training; Alcohol use disorder; Max pooling; Stochastic pooling; Convolutional neural network; Data augmentation; Average pooling; Graphical processing unit