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Bayes Nets In Educational Assessment

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Bayesian Networks In Educational Assessment

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Author : Russell G. Almond
language : en
Publisher: Springer
Release Date : 2015-03-10

Bayesian Networks In Educational Assessment written by Russell G. Almond and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-03-10 with Social Science categories.

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 grounding in Evidence-Centered Design (ECD) framework for assessment design. This “design forward” approach enables designers to take full advantage of Bayes nets’ modularity and ability to model complex evidentiary relationships that arise from performance in interactive, technology-rich assessments such as simulations. Part III describes ECD, situates Bayes nets as an integral component of a principled design process, and illustrates the ideas with an in-depth look at the BioMass project: An interactive, standards-based, web-delivered demonstration assessment of science inquiry in genetics. This book is both a resource for professionals interested in assessment and advanced students. Its clear exposition, worked-through numerical examples, and demonstrations from real and didactic applications provide invaluable illustrations of how to use Bayes nets in educational assessment. Exercises follow each chapter, and the online companion site provides a glossary, data sets and problem setups, and links to computational resources.

Bayes Nets In Educational Assessment

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Author :
language : en
Publisher:
Release Date : 2000

Bayes Nets In Educational Assessment written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Educational evaluation categories.

Bayesian Networks In Educational Assessment

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Author : Russell G. Almond
language : en
Publisher: Springer
Release Date : 2015-03-11

Automated Scoring Of Complex Tasks In Computer Based Testing

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Author : David M. Williamson
language : en
Publisher: Psychology Press
Release Date : 2006

Automated Scoring Of Complex Tasks In Computer Based Testing written by David M. Williamson and has been published by Psychology Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Education categories.

This is the first volume to provide the latest methods and examples of "best practices" in the design, implementation, and evaluation of automated scoring for complex assessments. The contributing authors, all noted leaders in the field, introduce each m

Addressing Inequities In Modern Educational Assessment

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Author : Jorge Sainz
language : en
Publisher: Springer Nature
Release Date : 2023-11-14

Addressing Inequities In Modern Educational Assessment written by Jorge Sainz and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-14 with Study Aids categories.

This edited book focuses on the central and up-to-date issues that represent some of the most relevant challenges and limitations of International Learning Assessments (ILSAs). It specifically sheds light on the general effects of the discontinuation of face-to-face education on students at diverse academic levels during the COVID-19 pandemic. Through the lens of the most relevant experts of the field, it highlights the asymmetric effects on students based on family income, education level, or employment, imposing a heavy toll on those with less resources. It raises issues regarding the impact on the mental health of students and education professionals due to school closures. Modern education is shifting its focus from just scores to detailed, qualitative feedback. Such comprehensive insights help students identify both strengths and growth areas, making assessments more constructive. This book is aimed for researchers in the field of educational assessments, graduate and postgraduate students, policy makers, and anyone interested in making informed decisions regarding ILSAs. COVID-19 brought immense educational challenges, it also presented an unprecedented opportunity: to reassess and reform existing systems, steering towards assessments that are both fair and empowering.

Sociocognitive Foundations Of Educational Measurement

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Author : Robert J. Mislevy
language : en
Publisher: Routledge
Release Date : 2018-04-09

Sociocognitive Foundations Of Educational Measurement written by Robert J. Mislevy and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-04-09 with Education categories.

Several key developments challenge the field of educational measurement today: demands for tests at larger scales with higher stakes, an improved understanding of how people develop capabilities, and new technologies for interactive digital assessments. Sociocognitive Foundations of Educational Measurement integrates new developments in educational measurement and educational psychology in order to provide researchers, testing professionals, and students with an innovative sociocognitive perspective on assessment. This comprehensive volume begins with a broad explanation of the sociocognitive perspective and the foundations of assessment, then provides a series of focused applications to major topics such as assessment arguments, validity, fairness, interactive assessment, and a conception of "measurement" in educational assessment. Classical test theory, item response theory, categorical models, mixture models, cognitive diagnosis models, and Bayesian networks are explored from the resulting perspective. Ideal for specialists in these areas, graduate students, developers, and scholars in both educational measurement and fields that contribute to a sociocognitive perspective, this book consolidates nearly a decade of research into a fresh perspective on educational measurement.

The History Of Educational Measurement

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Author : Brian E. Clauser
language : en
Publisher: Taylor & Francis
Release Date : 2021-07-07

The History Of Educational Measurement written by Brian E. Clauser and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-07-07 with Education categories.

The History of Educational Measurement collects essays on the most important topics in educational testing, measurement, and psychometrics. Authored by the field’s top scholars, this book offers unique historical viewpoints, from origins to modern applications, of formal testing programs and mental measurement theories. Topics as varied as large-scale testing, validity, item-response theory, federal involvement, and notable assessment controversies complete a survey of the field’s greatest challenges and most important achievements. Graduate students, researchers, industry professionals, and other stakeholders will find this volume relevant for years to come.

Risk Assessment And Decision Analysis With Bayesian Networks

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Author : Norman Fenton
language : en
Publisher: CRC Press
Release Date : 2018-09-03

Risk Assessment And Decision Analysis With Bayesian Networks written by Norman Fenton and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-09-03 with Mathematics categories.

Since the first edition of this book published, Bayesian networks have become even more important for applications in a vast array of fields. This second edition includes new material on influence diagrams, learning from data, value of information, cybersecurity, debunking bad statistics, and much more. Focusing on practical real-world problem-solving and model building, as opposed to algorithms and theory, it explains how to incorporate knowledge with data to develop and use (Bayesian) causal models of risk that provide more powerful insights and better decision making than is possible from purely data-driven solutions. Features Provides all tools necessary to build and run realistic Bayesian network models Supplies extensive example models based on real risk assessment problems in a wide range of application domains provided; for example, finance, safety, systems reliability, law, forensics, cybersecurity and more Introduces all necessary mathematics, probability, and statistics as needed Establishes the basics of probability, risk, and building and using Bayesian network models, before going into the detailed applications A dedicated website contains exercises and worked solutions for all chapters along with numerous other resources. The AgenaRisk software contains a model library with executable versions of all of the models in the book. Lecture slides are freely available to accredited academic teachers adopting the book on their course.

Technology And Testing

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Author : Fritz Drasgow
language : en
Publisher: Routledge
Release Date : 2015-08-20

Technology And Testing written by Fritz Drasgow and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-08-20 with Education categories.

From early answer sheets filled in with number 2 pencils, to tests administered by mainframe computers, to assessments wholly constructed by computers, it is clear that technology is changing the field of educational and psychological measurement. The numerous and rapid advances have immediate impact on test creators, assessment professionals, and those who implement and analyze assessments. This comprehensive new volume brings together leading experts on the issues posed by technological applications in testing, with chapters on game-based assessment, testing with simulations, video assessment, computerized test development, large-scale test delivery, model choice, validity, and error issues. Including an overview of existing literature and ground-breaking research, each chapter considers the technological, practical, and ethical considerations of this rapidly-changing area. Ideal for researchers and professionals in testing and assessment, Technology and Testing provides a critical and in-depth look at one of the most pressing topics in educational testing today. The Open Access version of this book, available at http://www.taylorfrancis.com, has been made available under a Creative Commons Attribution-Non Commercial-No Derivatives 4.0 license.

Linking School And Work

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Author : Lauren B. Resnick
language : en
Publisher: Jossey-Bass
Release Date : 1996

Linking School And Work written by Lauren B. Resnick and has been published by Jossey-Bass this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996 with Education categories.

Argues that a key strategy for improving the effectiveness of schools is to set standards for what students should be able to do based on the skills required for well-paying Jobs.

Bayes Nets In Educational Assessment

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