Bayesian Networks in Educational Assessment
Bayesian inference networks, a synthesis of statistics and expert systems, have advanced reasoning under uncertainty in medicine, business, and social sciences. This innovative volume is the first comprehensive treatment exploring how they can be applied to design and analyze innovative educational assessments.Part I develops Bayes nets' foundations in assessment, statistics, and graph theory, and works through the real-time updating algorithm. Part II addresses parametric forms for use with assessment, model-checking techniques, and estimation with the EM algorithm and Markov chain Monte Carlo (MCMC). A unique feature is the volume's groundi…
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Produktdetails
Weitere Autoren: Mislevy, Robert J. / Steinberg, Linda S. / Yan, Duanli / Williamson, David M.
- ISBN: 978-1-4939-2125-6
- EAN: 9781493921256
- Produktnummer: 33319053
- Verlag: Springer-Verlag GmbH
- Sprache: Englisch
- Erscheinungsjahr: 2015
- Seitenangabe: 662 S.
- Plattform: PDF
- Masse: 13'814 KB
- Auflage: 2015
- Abbildungen: 68 schwarz-weiße und 87 farbige Abbildungen, 95 schwarz-weiße Tabellen, Bibliographie
2 weitere Werke von Russell G. Almond:
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