Maj Chancellor Johnstone, Assistant Professor
Education
PhD in Statistics, Iowa State University, 2020
MS in Operations Research, Air Force Institute of Technology, 2015
BS in Operations Research, United States Air Force Academy, 2013
Publications
Johnstone, C., Cox, B., "Conformal uncertainty sets for robust optimization", Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:72-90, 2021.
Caballero, W. N., Gaw, N., Jenkins, P., Johnstone, C. "Toward automated instructor pilots in legacy Air Force systems: Physiology-based flight difficulty classification via machine learning." Expert Systems with Applications, 2023.
Roche, T., Cho, P., Wood, A., Johntone, C. "Anomaly Detection in the Molecular Structure of Gallium Arsenide Using Convolutional Neural Networks." Mathematics, 2023.
Johnstone, C., Nettleton, D. "Using Conformal Win Probability to Predict the Winners of the Canceled 2020 NCAA Basketball Tournaments." The American Statistician. 2023.
Gu, H., Gaw, N., Wang, Y., Beauchene, C., Yuditskaya, S. C., Rao, H., Chou, C., Johnstone, C. "A Hierarchical Heterogeneous Graph Generative Network Framework for Discovery of Multi-Modal Physiological Responses." Proceedings of the 38th Annual AAAI Conference on Artificial Intelligence, 2024.
Barry, G., Konyar, E., Harvill, B., Johnstone, C. "A Survey of Advances in Multimodal Federated Learning with Applications." Multimodal and Tensor Data Analytics for Industrial Systems Improvement. Cham: Springer International Publishing, 2024. 315-344.
Hoffendahl, A., Stephens, A., Dill, R., Champagne, L., Johnstone, C. "Multi-Objective Multi-Commodity Flow Optimization for Wartime Planning with Cyber-Effects." Proceedings of the 11th International Network Optimization Conference. 2024.
Wasilefsky, D., Caballero, W. N., Johnstone, C., Gaw, N., & Jenkins, P. R. "Responsible machine learning for United States Air Force pilot candidate selection." Decision Support Systems 180. 2024.