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.