DEEPCON: protein contact prediction using dilated convolutional neural networks with dropout.
Journal:
Bioinformatics (Oxford, England)
Published Date:
Jan 15, 2020
Abstract
MOTIVATION: Exciting new opportunities have arisen to solve the protein contact prediction problem from the progress in neural networks and the availability of a large number of homologous sequences through high-throughput sequencing. In this work, we study how deep convolutional neural networks (ConvNets) may be best designed and developed to solve this long-standing problem.