Foundations of Info-Metrics provides an overview of modeling and inference, rather than a problem specific model, and progresses from the simple premise that information is often insufficient to provide a unique answer for decisions we wish to make. Each decision, or solution, i…
This work provides a framework for info-metrics-the science of modeling, inference, and reasoning under conditions of noisy and insufficient information. Info-metrics is an inherently interdisciplinary framework that emerged from the intersection of information theory, statistic…
Introduction -- Rational inference : a constrained optimization framework -- The metrics of info-metrics : information, probabilities and entropy -- Entropy maximization -- Inference in the real world -- Advanced inference in the real world -- Efficiency, sufficiency, and optima…