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Russell G. Almond,Robert J. Mislevy,Linda Steinberg,Duanli's Bayesian Networks in Educational Assessment (Statistics for PDF

By Russell G. Almond,Robert J. Mislevy,Linda Steinberg,Duanli Yan,David Williamson

ISBN-10: 149392124X

ISBN-13: 9781493921249

ISBN-10: 1493938282

ISBN-13: 9781493938285

Bayesian inference networks, a synthesis of records and specialist structures, have complicated reasoning less than uncertainty in medication, company, and social sciences. This leading edge quantity is the 1st accomplished remedy exploring how they are often utilized to layout and examine leading edge academic assessments.

Part I develops Bayes nets’ foundations in review, information, and graph idea, and works throughout the real-time updating set of rules. half II addresses parametric types to be used with evaluation, model-checking recommendations, and estimation with the EM set of rules and Markov chain Monte Carlo (MCMC). a special function is the volume’s grounding in Evidence-Centered layout (ECD) framework for evaluation layout. This “design ahead” method allows designers to take complete good thing about Bayes nets’ modularity and skill to version complicated evidentiary relationships that come up from functionality in interactive, technology-rich checks akin to simulations. half III describes ECD, situates Bayes nets as an indispensable portion of a principled layout strategy, and illustrates the guidelines with an in-depth examine the BioMass venture: An interactive, standards-based, web-delivered demonstration evaluate of technological know-how inquiry in genetics.

This ebook is either a source for execs attracted to overview and complicated students.  Its transparent exposition, worked-through numerical examples, and demonstrations from actual and didactic purposes offer helpful illustrations of ways to take advantage of Bayes nets in academic evaluate. workouts keep on with each one bankruptcy, and the net significant other web site presents a word list, facts units and challenge setups, and hyperlinks to computational resources.

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Bayesian Networks in Educational Assessment (Statistics for Social and Behavioral Sciences) by Russell G. Almond,Robert J. Mislevy,Linda Steinberg,Duanli Yan,David Williamson


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