Randy C Hoover

Randy C. Hoover is a Professor and Assistant Department Head in the Computer Science and Engineering department at South Dakota Mines. He directs the Mines Machine Learning and Intelligent Systems Lab (MMLIS-L), focusing on multilinear systems theory, forecasting methods, and subspace learning. His research bridges machine learning, tensor analysis, and dynamical systems.

Research expertise includes high-dimensional data modeling, time-series forecasting, and pattern recognition, with applications spanning computer vision, cybersecurity, and fluid dynamics. His work frequently employs tensor decomposition and advanced statistical methods to solve complex multidimensional problems.

Articles demonstrate consistent focus on tensor-based machine learning innovations, with recent emphasis on time-series forecasting and anomaly detection. Earlier works establish foundations in multilinear algebra applications for pattern recognition.

Teaching covers signal processing, embedded systems, and dynamic systems. Education includes a BS and MS from Idaho State University and a PhD from Colorado State University.