Systems Engineering and Artificial Intelligence

W.F. Lawless, R. Mittu, D.A. Sofge, T. Shortell and T.A. McDermott, Jr.: Introduction to the Subject and the Chapters.- P. Cummings, N. Schurr, A. Naber, Charlie and D. Serfaty: Recognizing Artificial Intelligence: The Key to Unlocking Human AI Teams.- T.A. McDermott, M.R. Blackburn and P.A. Beling: Artificial Intelligence and Future of Systems Engineering.- N.J. Cooke and W.F. Lawless: Effective Human-Artificial Intelligence Teaming.- M. Steinberg: Towards Systems Theoretical Foundations for Human-Autonomy Teams.- J. Llinas, R. Mittu and H. Fouad: Systems Engineering for Artificial Intelligence-based Systems: A Review in Time.- K.E. Schaefer, B. Perelman, J. Rexwinkle, J. Canady, C. Neubauer, N. Waytowich, G. Larkin, K. Cox, M. Geuss, G. Gremillion, J.S. Metcalfe, A. DeCostanza and A. Marathe: Human-Autonomy Teaming for the Tactical Edge: The Importance of Humans in Artificial Intelligence Research and Development.- Stephen Russell, B. Jalaian and I.S. Moskowitz: Re-orienting towards the Science of the Artificial: Engineering AI Systems.- M. Sheehan and O. Yakimenko: The Department of Navy's Digital Transformation with the Digital System Architecture, Strangler Patterns, Machine Learning, and Autonomous Human-Machine Teaming.- M. Mylrea, M. Nielsen, J. John and M. Abbaszade: AI Driven Cyber Physical Industrial Immune System for Defenders of Critical Energy Infrastructure.- I.S. Moskowitz, N.L. Brown and Z. Goldstein: A fractional Brownian Motion Approach to Psychological and Team Diffusion Problems.- P. Deignan: Human-Machine Understanding: The Utility of Causal Models and Counterfactuals.- M. Garcia, T. Goranson and B. Cardier: An Executive for Autonomous Systems, Inspired by Fear Memory Extinction.- E. Santos Jr., C. Nyanhongoa, H. Nguyen, K. Joo Kima, Gr. Hydea: Contextual Evaluation of Human-Machine Team Effectiveness.- S.-H. Chen: Humanity in the Era of Autonomous Human-Machine Teams.- J C. Wood, W F Lawless: Transforming the system of military medical research: An Institutional History of the Department of Defense's (DoD) First Electronic Institutional Review Board Enterprise IT System.- N. Peters, M. Ugolini and G. Bowers: Collaborative communication and intelligent interruption systems.- N. Shadad, A.U. Kulkarni and S. Alejandro: Shifting Paradigms in Verification and Validation of AI-Enabled Systems: A Systems-Theoretic perspective.- A.D. Cobb, B. Jalaian, N.D. Bastian and S. Russell: Towards Safe Decision-Making via Uncertainty Quantification in Machine Learning.- M. Wollowski, L. Chen, X. Chen, Y. Cui, J. Knierman and X. Liu: Engineering Context from the Ground Up.- N. Hili, A. Albore and J. Baclet: From Informal Sketches to Systems Engineering Models Using AI Plan Recognition.- R.P.  Quandt: An Analogy of Sentence Mood and Use.- M. Akiyoshi, J. Whitton, I. Charnley-Parryc and W.F. Lawless: Effective Decision Rules for Systems of Public Engagement in Radioactive Waste Disposal: Evidence from the United States, the United Kingdom, and Japan.- B. Cardier, A. Nieslen, J. Shull and L. Sanford: Outside the Lines: Visualizing Influence Across Heterogenous Contexts in PTSD.