Automatic Item Generation

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Advanced Methods in Automatic Item Generation

Author : Mark J. Gierl,Hollis Lai,Vasily Tanygin
Publisher : Routledge
Page : 190 pages
File Size : 55,6 Mb
Release : 2021-05-18
Category : Education
ISBN : 9781000378009

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Advanced Methods in Automatic Item Generation by Mark J. Gierl,Hollis Lai,Vasily Tanygin Pdf

Advanced Methods in Automatic Item Generation is an up-to-date survey of the growing research on automatic item generation (AIG) in today’s technology-enhanced educational measurement sector. As test administration procedures increasingly integrate digital media and Internet use, assessment stakeholders—from graduate students to scholars to industry professionals—have numerous opportunities to study and create different types of tests and test items. This comprehensive analysis offers thorough coverage of the theoretical foundations and concepts that define AIG, as well as the practical considerations required to produce and apply large numbers of useful test items.

Automatic Item Generation

Author : Mark J. Gierl,Thomas M. Haladyna
Publisher : Routledge
Page : 258 pages
File Size : 53,9 Mb
Release : 2013
Category : Education
ISBN : 9780415897501

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Automatic Item Generation by Mark J. Gierl,Thomas M. Haladyna Pdf

The purpose of this book is to bring researchers and practitioners up-to-date on the growing body of research on Automatic Item Generation by organizing in one volume what is currently known about this research area.

Automatic Item Generation

Author : Mark J Gierl,Thomas M. Haladyna
Publisher : Taylor & Francis
Page : 257 pages
File Size : 46,7 Mb
Release : 2012-08-21
Category : Education
ISBN : 9781136636899

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Automatic Item Generation by Mark J Gierl,Thomas M. Haladyna Pdf

Automatic item generation (AIG) represents a relatively new and unique research area where specific cognitive and psychometric theories are applied to test construction practices for the purpose of producing test items using technology. The purpose of this book is to bring researchers and practitioners up-to-date on the growing body of research on AIG by organizing in one volume what is currently known about this research area. Part I begins with an overview of the concepts and topics necessary for understanding AIG by focusing on both its history and current applications. Part II presents two theoretical frameworks and practical applications of these frameworks in the production of item generation. Part III summarizes the psychological and substantive characteristics of generated items . Part IV concludes with a discussion of the statistical models that can be used to estimate the item characteristics of generated items, features one future application of AIG, describes the current technologies used for AIG, and also highlights the unresolved issues that must be addressed as AIG continues to mature as a research area. Comprehensive – The book provides a comprehensive analysis of both the theoretical concepts that define automatic item generation and the practical considerations required to implement these concepts. Varied Applications – Readers are provided with novel applications in diverse content areas (e.g., science and reading comprehension) that range across all educational levels – elementary through university.

Item Generation for Test Development

Author : Sidney H. Irvine,Patrick C. Kyllonen
Publisher : Routledge
Page : 445 pages
File Size : 54,9 Mb
Release : 2013-05-13
Category : Education
ISBN : 9781135663209

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Item Generation for Test Development by Sidney H. Irvine,Patrick C. Kyllonen Pdf

Since the mid-80s several laboratories around the world have been developing techniques for the operational use of tests derived from item-generation. According to the experts, the major thrust of test development in the next decade will be the harnessing of item generation technology to the production of computer developed tests. This is expected to revolutionize the way in which tests are constructed and delivered. This book is a compilation of the papers presented at a symposium held at ETS in Princeton, attended by the world's foremost experts in item-generation theory and practice. Its goal is to present the major applications of cognitive principles in the construction of ability, aptitude, and achievement tests. It is an intellectual contribution to test development that is unique, with great potential for changing the ways tests are generated. The intended market includes professional educators and psychologists interested in test generation.

Application of Artificial Intelligence to Assessment

Author : Hong Jiao,Robert W. Lissitz
Publisher : IAP
Page : 223 pages
File Size : 55,7 Mb
Release : 2020-03-01
Category : Computers
ISBN : 9781641139533

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Application of Artificial Intelligence to Assessment by Hong Jiao,Robert W. Lissitz Pdf

The general theme of this book is to present the applications of artificial intelligence (AI) in test development. In particular, this book includes research and successful examples of using AI technology in automated item generation, automated test assembly, automated scoring, and computerized adaptive testing. By utilizing artificial intelligence, the efficiency of item development, test form construction, test delivery, and scoring could be dramatically increased. Chapters on automated item generation offer different perspectives related to generating a large number of items with controlled psychometric properties including the latest development of using machine learning methods. Automated scoring is illustrated for different types of assessments such as speaking and writing from both methodological aspects and practical considerations. Further, automated test assembly is elaborated for the conventional linear tests from both classical test theory and item response theory perspectives. Item pool design and assembly for the linear-on-the-fly tests elaborates more complications in practice when test security is a big concern. Finally, several chapters focus on computerized adaptive testing (CAT) at either item or module levels. CAT is further illustrated as an effective approach to increasing test-takers’ engagement in testing. In summary, the book includes both theoretical, methodological, and applied research and practices that serve as the foundation for future development. These chapters provide illustrations of efforts to automate the process of test development. While some of these automation processes have become common practices such as automated test assembly, automated scoring, and computerized adaptive testing, some others such as automated item generation calls for more research and exploration. When new AI methods are emerging and evolving, it is expected that researchers can expand and improve the methods for automating different steps in test development to enhance the automation features and practitioners can adopt quality automation procedures to improve assessment practices.

The Wiley Handbook of Psychometric Testing

Author : Paul Irwing,Tom Booth,David J. Hughes
Publisher : John Wiley & Sons
Page : 550 pages
File Size : 43,7 Mb
Release : 2018-02-12
Category : Education
ISBN : 9781118489826

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The Wiley Handbook of Psychometric Testing by Paul Irwing,Tom Booth,David J. Hughes Pdf

A must-have resource for researchers, practitioners, and advanced students interested or involved in psychometric testing Over the past hundred years, psychometric testing has proved to be a valuable tool for measuring personality, mental ability, attitudes, and much more. The word ‘psychometrics’ can be translated as ‘mental measurement’; however, the implication that psychometrics as a field is confined to psychology is highly misleading. Scientists and practitioners from virtually every conceivable discipline now use and analyze data collected from questionnaires, scales, and tests developed from psychometric principles, and the field is vibrant with new and useful methods and approaches. This handbook brings together contributions from leading psychometricians in a diverse array of fields around the globe. Each provides accessible and practical information about their specialist area in a three-step format covering historical and standard approaches, innovative issues and techniques, and practical guidance on how to apply the methods discussed. Throughout, real-world examples help to illustrate and clarify key aspects of the topics covered. The aim is to fill a gap for information about psychometric testing that is neither too basic nor too technical and specialized, and will enable researchers, practitioners, and graduate students to expand their knowledge and skills in the area. Provides comprehensive coverage of the field of psychometric testing, from designing a test through writing items to constructing and evaluating scales Takes a practical approach, addressing real issues faced by practitioners and researchers Provides basic and accessible mathematical and statistical foundations of all psychometric techniques discussed Provides example software code to help readers implement the analyses discussed

Intelligent Automatic Generation Control

Author : Hassan Bevrani,Takashi Hiyama
Publisher : CRC Press
Page : 308 pages
File Size : 54,9 Mb
Release : 2017-12-19
Category : Technology & Engineering
ISBN : 9781439849545

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Intelligent Automatic Generation Control by Hassan Bevrani,Takashi Hiyama Pdf

Automatic generation control (AGC) is one of the most important control problems in the design and operation of interconnected power systems. Its significance continues to grow as a result of several factors: the changing structure and increasing size, complexity, and functionality of power systems, the rapid emergence (and uncertainty) of renewable energy sources, developments in power generation/consumption technologies, and environmental constraints. Delving into the fundamentals of power system AGC, Intelligent Automatic Generation Control explores ways to make the infrastructures of tomorrow smarter and more flexible. These frameworks must be able to handle complex multi-objective regulation optimization problems, and they must be highly diversified in terms of policies, control strategies, and wide distribution in demand and supply sources—all via an intelligent scheme. The core of such intelligent systems should be based on efficient, adaptable algorithms, advanced information technology, and fast communication devices to ensure that the AGC systems can maintain generation-load balance following serious disturbances. This book addresses several new schemes using intelligent control techniques for simultaneous minimization of system frequency deviation and tie-line power changes, which is required for successful operation of interconnected power systems. It also concentrates on physical and engineering aspects and examines several developed control strategies using real-time simulations. This reference will prove useful for engineers and operators in power system planning and operation, as well as academic researchers and students in field of electrical engineering.

Developing and Validating Test Items

Author : Thomas M. Haladyna,Michael C. Rodriguez
Publisher : Routledge
Page : 456 pages
File Size : 50,8 Mb
Release : 2013-07-18
Category : Education
ISBN : 9781136961984

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Developing and Validating Test Items by Thomas M. Haladyna,Michael C. Rodriguez Pdf

Since test items are the building blocks of any test, learning how to develop and validate test items has always been critical to the teaching-learning process. As they grow in importance and use, testing programs increasingly supplement the use of selected-response (multiple-choice) items with constructed-response formats. This trend is expected to continue. As a result, a new item writing book is needed, one that provides comprehensive coverage of both types of items and of the validity theory underlying them. This book is an outgrowth of the author’s previous book, Developing and Validating Multiple-Choice Test Items, 3e (Haladyna, 2004). That book achieved distinction as the leading source of guidance on creating and validating selected-response test items. Like its predecessor, the content of this new book is based on both an extensive review of the literature and on its author’s long experience in the testing field. It is very timely in this era of burgeoning testing programs, especially when these items are delivered in a computer-based environment. Key features include ... Comprehensive and Flexible – No other book so thoroughly covers the field of test item development and its various applications. Focus on Validity – Validity, the most important consideration in testing, is stressed throughout and is based on the Standards for Educational and Psychological Testing, currently under revision by AERA, APA, and NCME Illustrative Examples – The book presents various selected and constructed response formats and uses many examples to illustrate correct and incorrect ways of writing items. Strategies for training item writers and developing large numbers of items using algorithms and other item-generating methods are also presented. Based on Theory and Research – A comprehensive review and synthesis of existing research runs throughout the book and complements the expertise of its authors.

Psychometrics

Author : C.R. Rao,Sandip Sinharay
Publisher : Elsevier
Page : 1191 pages
File Size : 44,8 Mb
Release : 2007
Category : Mathematics
ISBN : 9780444521033

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Psychometrics by C.R. Rao,Sandip Sinharay Pdf

This volume, representing a compilation of authoritative reviews on a multitude of uses of statistics in epidemiology and medical statistics written by internationally renowned experts, is addressed to statisticians working in biomedical and epidemiological fields who use statistical and quantitative methods in their work. While the use of statistics in these fields has a long and rich history, explosive growth of science in general and clinical and epidemiological sciences in particular have gone through a see of change, spawning the development of new methods and innovative adaptations of standard methods. Since the literature is highly scattered, the Editors have undertaken this humble exercise to document a representative collection of topics of broad interest to diverse users. The volume spans a cross section of standard topics oriented toward users in the current evolving field, as well as special topics in much need which have more recent origins. This volume was prepared especially keeping the applied statisticians in mind, emphasizing applications-oriented methods and techniques, including references to appropriate software when relevant. The contributors are internationally renowned experts in their respective areas. This volume addresses emerging statistical challenges in epidemiological, biomedical, and pharmaceutical research. It features: methods for assessing Biomarkers, analysis of competing risks; clinical trials including sequential and group sequential, crossover designs, cluster randomized, and adaptive designs; and, structural equations modelling and longitudinal data analysis.

Handbook of Test Development

Author : Suzanne Lane,Mark R. Raymond,Thomas M. Haladyna
Publisher : Routledge
Page : 676 pages
File Size : 51,5 Mb
Release : 2015-10-08
Category : Education
ISBN : 9781136242571

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Handbook of Test Development by Suzanne Lane,Mark R. Raymond,Thomas M. Haladyna Pdf

The second edition of the Handbook of Test Development provides graduate students and professionals with an up-to-date, research-oriented guide to the latest developments in the field. Including thirty-two chapters by well-known scholars and practitioners, it is divided into five sections, covering the foundations of test development, content definition, item development, test design and form assembly, and the processes of test administration, documentation, and evaluation. Keenly aware of developments in the field since the publication of the first edition, including changes in technology, the evolution of psychometric theory, and the increased demands for effective tests via educational policy, the editors of this edition include new chapters on assessing noncognitive skills, measuring growth and learning progressions, automated item generation and test assembly, and computerized scoring of constructed responses. The volume also includes expanded coverage of performance testing, validity, fairness, and numerous other topics. Edited by Suzanne Lane, Mark R. Raymond, and Thomas M. Haladyna, The Handbook of Test Development, 2nd edition, is based on the revised Standards for Educational and Psychological Testing, and is appropriate for graduate courses and seminars that deal with test development and usage, professional testing services and credentialing agencies, state and local boards of education, and academic libraries serving these groups.

Partial Evaluation and Automatic Program Generation

Author : Neil D. Jones,Carsten K. Gomard,Peter Sestoft
Publisher : Peter Sestoft
Page : 426 pages
File Size : 53,7 Mb
Release : 1993
Category : Bilgisayar programlaması
ISBN : 9780130202499

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Partial Evaluation and Automatic Program Generation by Neil D. Jones,Carsten K. Gomard,Peter Sestoft Pdf

Partial evaluation reconciles generality with efficiency by providing automatic specialization and optimization of programs. This book covers the entire field of partial evaluation; provides simple and complete algorithms; and demonstrates that specialization can increase efficiency.

Automatic Nonuniform Random Variate Generation

Author : Wolfgang Hörmann,Josef Leydold,Gerhard Derflinger
Publisher : Springer Science & Business Media
Page : 439 pages
File Size : 47,9 Mb
Release : 2013-06-29
Category : Mathematics
ISBN : 9783662059463

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Automatic Nonuniform Random Variate Generation by Wolfgang Hörmann,Josef Leydold,Gerhard Derflinger Pdf

The recent concept of universal (also called automatic or black-box) random variate generation can only be found dispersed in the literature. Being unique in its overall organization, the book covers not only the mathematical and statistical theory but also deals with the implementation of such methods. All algorithms introduced in the book are designed for practical use in simulation and have been coded and made available by the authors. Examples of possible applications of the presented algorithms (including option pricing, VaR and Bayesian statistics) are presented at the end of the book.

Technology Enhanced Assessment

Author : Desirée Joosten-ten Brinke,Mart Laanpere
Publisher : Springer
Page : 207 pages
File Size : 44,8 Mb
Release : 2017-05-11
Category : Education
ISBN : 9783319577449

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Technology Enhanced Assessment by Desirée Joosten-ten Brinke,Mart Laanpere Pdf

This book constitutes the proceedings of the 19th International Conference on Technology Enhanced Assessment, TEA 2016, held in Tallinn, Estonia, in October 2016. The 16 full papers presented were carefully selected from 38 submissions. They are centered around topics like measurement of higher order skills; collaborative problem solving or presentation skills; the development of guidelines for authentication control; the role of self-assessment.

Artificial Intelligence in Education

Author : Carolyn Penstein Rosé,Roberto Martínez-Maldonado,H. Ulrich Hoppe,Rose Luckin,Manolis Mavrikis,Kaska Porayska-Pomsta,Bruce McLaren,Benedict du Boulay
Publisher : Springer
Page : 632 pages
File Size : 44,5 Mb
Release : 2018-06-20
Category : Computers
ISBN : 9783319938431

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Artificial Intelligence in Education by Carolyn Penstein Rosé,Roberto Martínez-Maldonado,H. Ulrich Hoppe,Rose Luckin,Manolis Mavrikis,Kaska Porayska-Pomsta,Bruce McLaren,Benedict du Boulay Pdf

This two volume set LNAI 10947 and LNAI 10948 constitutes the proceedings of the 19th International Conference on Artificial Intelligence in Education, AIED 2018, held in London, UK, in June 2018.The 45 full papers presented in this book together with 76 poster papers, 11 young researchers tracks, 14 industry papers and 10 workshop papers were carefully reviewed and selected from 192 submissions. The conference provides opportunities for the cross-fertilization of approaches, techniques and ideas from the many fields that comprise AIED, including computer science, cognitive and learning sciences, education, game design, psychology, sociology, linguistics as well as many domain-specific areas.

Artificial Intelligence in Education

Author : Seiji Isotani,Eva Millán,Amy Ogan,Peter Hastings,Bruce McLaren,Rose Luckin
Publisher : Springer
Page : 592 pages
File Size : 42,9 Mb
Release : 2019-06-20
Category : Computers
ISBN : 9783030232047

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Artificial Intelligence in Education by Seiji Isotani,Eva Millán,Amy Ogan,Peter Hastings,Bruce McLaren,Rose Luckin Pdf

This two-volume set LNCS 11625 and 11626 constitutes the refereed proceedings of the 20th International Conference on Artificial Intelligence in Education, AIED 2019, held in Chicago, IL, USA, in June 2019. The 45 full papers presented together with 41 short, 10 doctoral consortium, 6 industry, and 10 workshop papers were carefully reviewed and selected from 177 submissions. AIED 2019 solicits empirical and theoretical papers particularly in the following lines of research and application: Intelligent and interactive technologies in an educational context; Modelling and representation; Models of teaching and learning; Learning contexts and informal learning; Evaluation; Innovative applications; Intelligent techniques to support disadvantaged schools and students, inequity and inequality in education.​