Theory and Methods Reduced Precision Research of a GAN Image Generation Use-case.- Constrained Conditional Generative Auto-encoder with Generalized Dilated Networks.- Retinotopic Image Encoding by Samples of Counts.- Gesture Recognition and Multi-Modal Fusion on a New Hand Gesture Dataset.- Adaptive Sampling for Weighted Log-rank Survival Trees Boosting.- Applications Forecasting Overtime Budgets for Naval Fleet Maintenance Facilities using Time-series Analysis during Transient System States.- Exploiting Temporal Coherence to Improve Person Re-identification.- Perusal of Camera Trap Sequences across Locations.