An accessible introduction to constructing and interpreting Bayesian models of perceptual decision-making and action. Many forms of perception and action can be mathematically modeled as probabilistic—or Bayesian—inference, a method used to draw conclusions from uncertain evidence. According to these models, the human mind behaves like a capable data scientist or crime scene investigator when dealing with noisy and ambiguous data. This textbook provides an approachable introduction to constructing and reasoning with probabilistic models of perceptual decision-making and action. Featuring extensive examples and illustrations, Bayesian Models of Perception and Action is the first textbook to teach this widely used computational framework to beginners. Introduces Bayesian models of perception and action, which are central to cognitive science and neuroscience Beginner-friendly pedagogy includes intuitive examples, daily life illustrations, and gradual progression of complex concepts Broad appeal for students across psychology, neuroscience, cognitive science, linguistics, and mathematics Written by leaders in the field of computational approaches to mind and brain
Copublished with History Colorado In Becoming Colorado, historian William Wei paints a vivid portrait of Colorado history using 100 of the most compelling artifacts from Colorado’s history. These objects reveal how Colorado has evolved over time, allowing readers to draw multiple connections among periods, places, and people. Collectively, the essays offer a treasure trove of historical insight and unforgettable detail. Beginning with Indigenous people and ending in the early years of the twenty-first century, Wei traces Colorado’s story by taking a close look at unique artifacts that bring to life the cultures and experiences of its people. For each object, a short essay accompanies a full-color photograph. These accessible accounts tell the human stories behind the artifacts, illuminating each object’s importance to the people who used it and its role in forming Colorado’s culture. Together, they show how Colorado was shaped and how Coloradans became the people they are. Theirs is a story of survival, perseverance, enterprise, and luck. Providing a fresh lens through which to view Colorado’s past, Becoming Colorado tells an inclusive story of the Indigenous and the immigrant, the famous and the unknown, the vocal and the voiceless—for they are all Coloradans.
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