Page 310 - Artificial Intelligence for the Internet of Everything

288 Index

Local infeasibility, 249 Mini-batch SGD, 26–28, 27b
Logistic regression, 25–26 Minimum free-energy formalism, 84
Mission-based cybersecurity, 92–93
ML. See Machine learning (ML)
M Modeling probability distributions, 57
Machine learning (ML), 19, 279–280 Models that are authorized to act., 126
algorithms, 56 Monitoring subsystem, 87–88
optimization in, 22–31
Motivation, 171–173
generalized linear models, 29–30
MTurk. See Mechanical Turk (MTurk)
inference, 30–31 Multi-agent networks, 277
logistic regression, 25–26 Multiagent teams, application of energy
NAGD, 28–29 formalism to
problem, 23–24 adapting team structure, 79–80
SGD variants, 26–28 distributed collaborative search via free
Stochastic Gradient Descent algorithm, energy minimization, 76–79
24–25 motivation, 73–74
systems, 5 problem definition, 74–76
uncertainty quantification in, 32–33 validation experiments
deep neural network, 35–37 agent network structure, impact of,
GPR, 33–34 81–82
neural network, 34–35 decision decomposition, impact of,
Machine partners absent agency, 103 82–83
Managing learned behavior, 128 discrete decision making vs. free
Manually entered data, 126–127 energy, 81
MAP estimation. See Maximum a posteriori experiment setup, 80–81
(MAP) estimation Multiple affective argumentation patterns,
Market incentives, 97–98 188–189
Maximum a posteriori (MAP) estimation, Multiple methods, 38–39
77–78 Multiple vendors, 225
Maximum entropy production (MEP), Multiplicity of perspectives, 245
2–3 Mutual interdependence, 104
Max-product algorithm, 77–79
MX3D bridge, 141f
Max-product belief propagation algorithm,
“myfitnesspal.com,”, 121
77–78
Mechanical Turk (MTurk), 106
Media richness, 105 N
Mental health, 122 NAGD. See Nesterov’s accelerated gradient
MEP. See Maximum entropy production descent (NAGD)
(MEP) National Energy Regulatory Commissions’
Merkle tree, 221–222 Critical Infrastructure Protection
Message passing in belief propagation, 78f (NERC-CIP) standard, 221
Message validation, 212–213 National Highway Safety Traffic System
Meta agent-based emergent configuration (NHTSA), 97–98
systems, 273 National Institute of Standards, 88–89
Meta-analysis, 102 National Institute of Standards and
Metropolis-Hastings-based acceptance Technology (NIST), 97–98
scheme, 35–36 Negative dataset, 210
Military-focused programs, 60 Neologism, 180