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Design Recommendations For Intelligent Tutoring Systems
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Author :Dr. Robert A. Sottilare, US Army Research Laboratory Publisher :U.S. Army Research Laboratory ISBN 13 :0989392325 Total Pages :426 pages Book Rating :4.9/5 (893 download)
Book Synopsis Design Recommendations for Intelligent Tutoring Systems by : Dr. Robert A. Sottilare, US Army Research Laboratory
Download or read book Design Recommendations for Intelligent Tutoring Systems written by Dr. Robert A. Sottilare, US Army Research Laboratory and published by U.S. Army Research Laboratory. This book was released on 2014-07-01 with total page 426 pages. Available in PDF, EPUB and Kindle. Book excerpt: Design Recommendations for Intelligent Tutoring Systems explores the impact of intelligent tutoring system design on education and training. Specifically, this volume examines “Instructional Management” techniques, strategies and tactics, and identifies best practices, emerging concepts and future needs to promote efficient and effective adaptive tutoring solutions. Design recommendations include current, projected, and emerging capabilities within the Generalized Intelligent Framework for Tutoring (GIFT), an open source, modular, service-oriented architecture developed to promote simplified authoring, reuse, standardization, automated instructional management and analysis of tutoring technologies.
Book Synopsis Design Recommendations for Intelligent Tutoring System - Volume 5: Assessment Methods by : Dr. Robert Sottilare
Download or read book Design Recommendations for Intelligent Tutoring System - Volume 5: Assessment Methods written by Dr. Robert Sottilare and published by US Army Research Laboratory. This book was released on 2017-08-28 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is the fifth in a planned series of books that examine key topics (e.g., learner modeling, instructional strategies, authoring, domain modeling, assessment, impact on learning, team tutoring, machine learning, and potential standards) in intelligent tutoring system (ITS) design through the lens of the Generalized Intelligent Framework for Tutoring (GIFT) (Sottilare, Brawner, Goldberg & Holden, 2012; Sottilare, Brawner, Sinatra, & Johnston, 2017). GIFT is a modular, service-oriented architecture created to reduce the cost and skill required to author ITSs, manage instruction within ITSs, and evaluate the effect of ITS technologies on learning, performance, retention, transfer of skills, and other instructional outcomes. Along with this volume, the first four books in this series, Learner Modeling (ISBN 978-0-9893923-0-3), Instructional Management (ISBN 978-0-9893923-2-7), Authoring Tools (ISBN 978-0-9893923-6-5) and Domain Modeling (978-0-9893923-9-6) are freely available at www.GIFTtutoring.org and on Google Play.
Book Synopsis Design Recommendations for Intelligent Tutoring Systems by : Robert Sottilare
Download or read book Design Recommendations for Intelligent Tutoring Systems written by Robert Sottilare and published by Robert Sottilare. This book was released on 2015-07-05 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Design Recommendations for Intelligent Tutoring Systems (ITSs) explores the impact of intelligent tutoring system design on education and training. Specifically, this volume examines “Authoring Tools and Expert Modeling Techniques”. The “Design Recommendations book series examines tools and methods to reduce the time and skill required to develop Intelligent Tutoring Systems with the goal of improving the Generalized Intelligent Framework for Tutoring (GIFT). GIFT is a modular, service-oriented architecture developed to capture simplified authoring techniques, promote reuse and standardization of ITSs along with automated instructional techniques and effectiveness evaluation capabilities for adaptive tutoring tools and methods.
Author :Dr. Robert A. Sottilare, US Army Research Laboratory Publisher :U.S. Army Research Laboratory ISBN 13 :0989392309 Total Pages :303 pages Book Rating :4.9/5 (893 download)
Book Synopsis Design Recommendations for Intelligent Tutoring Systems by : Dr. Robert A. Sottilare, US Army Research Laboratory
Download or read book Design Recommendations for Intelligent Tutoring Systems written by Dr. Robert A. Sottilare, US Army Research Laboratory and published by U.S. Army Research Laboratory. This book was released on 2013-08-01 with total page 303 pages. Available in PDF, EPUB and Kindle. Book excerpt: Design Recommendations for Intelligent Tutoring Systems explores the impact of computer-based tutoring system design on education and training. Specifically, this volume, “Learner Modeling” examines the fundamentals of learner modeling and identifies best practices, emerging concepts and future needs to promote efficient and effective tutoring. Part of our design recommendations include current, projected, and needed capabilities within the Generalized Intelligent Framework for Tutoring (GIFT), an open source, modular, service-oriented architecture developed to promote simplified authoring, reuse, standardization, automated instruction and evaluation of tutoring technologies.
Book Synopsis Design Recommendations for Intelligent Tutoring Systems: Volume 4 - Domain Modeling by : Robert A. Sottilare
Download or read book Design Recommendations for Intelligent Tutoring Systems: Volume 4 - Domain Modeling written by Robert A. Sottilare and published by US Army Research Laboratory. This book was released on 2016-07-15 with total page 259 pages. Available in PDF, EPUB and Kindle. Book excerpt: Design Recommendations for Intelligent Tutoring Systems (ITSs) explores the impact of intelligent tutoring system design on education and training. Specifically, this volume examines “Domain Modeling”. The “Design Recommendations book series examines tools and methods to reduce the time and skill required to develop Intelligent Tutoring Systems with the goal of improving the Generalized Intelligent Framework for Tutoring (GIFT). GIFT is a modular, service-oriented architecture developed to capture simplified authoring techniques, promote reuse and standardization of ITSs along with automated instructional techniques and effectiveness evaluation capabilities for adaptive tutoring tools and methods.
Book Synopsis Advances in Intelligent Tutoring Systems by : Roger Nkambou
Download or read book Advances in Intelligent Tutoring Systems written by Roger Nkambou and published by Springer Science & Business Media. This book was released on 2010-08-27 with total page 509 pages. Available in PDF, EPUB and Kindle. Book excerpt: May the Forcing Functions be with You: The Stimulating World of AIED and ITS Research It is my pleasure to write the foreword for Advances in Intelligent Tutoring S- tems. This collection, with contributions from leading researchers in the field of artificial intelligence in education (AIED), constitutes an overview of the many challenging research problems that must be solved in order to build a truly intel- gent tutoring system (ITS). The book not only describes some of the approaches and techniques that have been explored to meet these challenges, but also some of the systems that have actually been built and deployed in this effort. As discussed in the Introduction (Chapter 1), the terms “AIED” and “ITS” are often used int- changeably, and there is a large overlap in the researchers devoted to exploring this common field. In this foreword, I will use the term “AIED” to refer to the - search area, and the term “ITS” to refer to the particular kind of system that AIED researchers build. It has often been said that AIED is “AI-complete” in that to produce a tutoring system as sophisticated and effective as a human tutor requires solving the entire gamut of artificial intelligence research (AI) problems.
Author :Anne Sinatra Publisher : U.S. Army Combat Capabilities Development Command – Soldier Center ISBN 13 :0997725788 Total Pages :220 pages Book Rating :4.9/5 (977 download)
Book Synopsis Design Recommendations for Intelligent Tutoring Systems: Volume 8 - Data Visualization by : Anne Sinatra
Download or read book Design Recommendations for Intelligent Tutoring Systems: Volume 8 - Data Visualization written by Anne Sinatra and published by U.S. Army Combat Capabilities Development Command – Soldier Center. This book was released on 2020-12-30 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book on data visualization is the eighth in a planned series of books that examine key topics (e.g., learner modeling, instructional strategies, authoring, domain modeling, assessment, team tutoring, self-improving systems, data visualization, and competency based scenario design) in intelligent tutoring system (ITS) design. This book focuses on data visualization and how it is applied in ITSs. The chapters within this book specifically examine topics in relationship to the Generalized Intelligent Framework for Tutoring (GIFT) (Sottilare, Brawner, Goldberg & Holden, 2012; Sottilare, Brawner, Sinatra, & Johnston, 2017). GIFT is an open-source, domain-independent, modular, service-oriented architecture for ITSs. The design of GIFT allows for reusability, reduction in authoring time, and reducing the skill level needed to create an ITS. GIFT provides functionality to create ITSs, distribute ITSs to learners through the Cloud, conduct research to evaluate ITSs, and to examine instructional outcomes. Data visualization is an important topic for ITSs, as there are many different users of the systems (including learners, instructors, researchers, subject matter experts). The data that is collected by the ITS can be organized and displayed in a number of different ways. The current book includes a general discussion of how data visualizations can be applied in ITSs, as well as detailed specific examples of existing implementations, and technical details related to incorporating data visualization in ITSs. We believe this book can be used as a design tool for data visualization interfaces in ITSs.
Book Synopsis Intelligent Tutoring Systems by : Hugh Burns
Download or read book Intelligent Tutoring Systems written by Hugh Burns and published by Psychology Press. This book was released on 2014-01-14 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is a collection of essays on issues related to the evolutionary design and the practical future of intelligent tutoring systems. Following in the tradition of Foundations of Intelligent Tutoring Systems and Intelligent Tutoring Systems: Lessons Learned, this volume examines some of the visions and near-term issues that have been further explored and better defined since those groundbreaking books first appeared. Questions addressed in this volume include: *How can knowledge bases generate explanations? *Will case-based reasoning techniques be worth pursuing in the ITS framework? *Will high performance skills be successfully taught in an ITS design? *Are there dimensions of ITS design which the research laboratories are ignoring, and ignoring at the customer's peril? Of particular importance to those engaged in research and development, this book will be of value to all who wish to apprise themselves of the advances being made in the rapidly evolving field of intelligent tutoring systems.
Book Synopsis Design Recommendations for Intelligent Tutoring Systems: Volume 6 - Team Tutoring by : Robert A. Sottilare
Download or read book Design Recommendations for Intelligent Tutoring Systems: Volume 6 - Team Tutoring written by Robert A. Sottilare and published by US Army Research Laboratory. This book was released on 2018-08-15 with total page 259 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book on team tutoring is the sixth in a planned series of books that examine key topics (e.g., learner modeling, instructional strategies, authoring, domain modeling, assessment, impact on learning, team tu-toring, machine learning for self-improving systems, potential standards, and learning effect evaluation methods) in intelligent tutoring system (ITS) design. This book focuses on team tutoring. The discussion chapters in this book examine topics through the lens of the Generalized Intelligent Framework for Tutoring (GIFT) (Sottilare, Brawner, Goldberg & Holden, 2012; Sottilare, Brawner, Sinatra, & Johnston, 2017). GIFT is a modular, service-oriented architecture created to reduce the cost and skill required to author ITSs, distribute ITSs, manage instruction within ITSs, and evaluate the effect of ITS technologies on learning, performance, retention, transfer of skills, and other instructional outcomes. Along with this volume, the first five books in this series, Learner Modeling (ISBN 978-0-9893923-0-3), Instructional Management (ISBN 978-0-9893923-2-7), Authoring Tools (ISBN 978-0-9893923-6-5), Domain Modeling (978-0-9893923-9-6) and Assessment Methods (ISBN 978-0-9977257-2-8) are freely avail-able at www.GIFTtutoring.org and on Google Play.
Book Synopsis Learning Issues for Intelligent Tutoring Systems by : Heinz Mandl
Download or read book Learning Issues for Intelligent Tutoring Systems written by Heinz Mandl and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learning Issues for Intelligent Tutoring Systems arrays the most current and exciting research in this dynamic and growing area of cognitive science. The various contributions address the design and use of instructional systems as well as the important theoretical and practical questions involved in implementing knowledge-based systems. This book offers complete and up-to-date reviews of the major research programs in computer-aided instruction and intelligent tutoring systems. Learning Issues for Intelligent Tutoring Systems is an important and useful introduction to this rapidly changing field.
Book Synopsis Building Intelligent Interactive Tutors by : Beverly Park Woolf
Download or read book Building Intelligent Interactive Tutors written by Beverly Park Woolf and published by Morgan Kaufmann. This book was released on 2010-07-28 with total page 480 pages. Available in PDF, EPUB and Kindle. Book excerpt: Building Intelligent Interactive Tutors discusses educational systems that assess a student's knowledge and are adaptive to a student's learning needs. The impact of computers has not been generally felt in education due to lack of hardware, teacher training, and sophisticated software. and because current instructional software is neither truly responsive to student needs nor flexible enough to emulate teaching. Dr. Woolf taps into 20 years of research on intelligent tutors to bring designers and developers a broad range of issues and methods that produce the best intelligent learning environments possible, whether for classroom or life-long learning. The book describes multidisciplinary approaches to using computers for teaching, reports on research, development, and real-world experiences, and discusses intelligent tutors, web-based learning systems, adaptive learning systems, intelligent agents and intelligent multimedia. It is recommended for professionals, graduate students, and others in computer science and educational technology who are developing online tutoring systems to support e-learning, and who want to build intelligence into the system. Combines both theory and practice to offer most in-depth and up-to-date treatment of intelligent tutoring systems available Presents powerful drivers of virtual teaching systems, including cognitive science, artificial intelligence, and the Internet Features algorithmic material that enables programmers and researchers to design building components and intelligent systems
Author :Benjamin Goldberg Publisher : U.S. Army Combat Capabilities Development Command – Soldier Center ISBN 13 :099772577X Total Pages :194 pages Book Rating :4.9/5 (977 download)
Book Synopsis Design Recommendations for Intelligent Tutoring Systems: Volume 7 - Self-Improving Systems by : Benjamin Goldberg
Download or read book Design Recommendations for Intelligent Tutoring Systems: Volume 7 - Self-Improving Systems written by Benjamin Goldberg and published by U.S. Army Combat Capabilities Development Command – Soldier Center. This book was released on 2019-10-23 with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book on self-improving systems is the seventh in a planned series of books that examine key topics (e.g., learner modeling, instructional strategies, authoring, domain modeling, assessment, impact on learning, team tutoring, self-improving systems, data visualization) in intelligent tutoring system (ITS) design. This book focuses on self-improving systems. The discussion chapters in this book examine topics through the lens of the Generalized Intelligent Framework for Tutoring (GIFT). GIFT is a modular, service-oriented architecture created to reduce the cost and skill required to author ITSs, distribute ITSs, manage instruction within ITSs, and evaluate the effect of ITS technologies on learning, performance, retention, transfer of skills, and other instructional outcomes.
Book Synopsis Tutoring and Intelligent Tutoring Systems by : Scotty D. Craig
Download or read book Tutoring and Intelligent Tutoring Systems written by Scotty D. Craig and published by . This book was released on with total page 466 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the intersection of tutoring and intelligent tutoring systems. The process of tutoring has a long history within learning settings, and this effective method has led to attempts to automate the process via intelligent tutoring system research areas. Intelligent Tutoring Systems (ITS) are increasingly being used in a wide range of educational settings to enhance student learning. They are also used frequently as platforms for research on educational psychology and artificial intelligence. ITS can assess a wide variety of learner characteristics and adapt instruction according to principles of learning. Their effectiveness allegedly derives from their ability to provide detailed guidance to learners and to adapt promptly to individual learner's needs that are tracked at a fine grained level. Examples of such tutoring technologies include writing environments for guided inquiry learning, environments for collaborative problem solving or discussion, natural language processing and dialogue in tutoring systems, modeling and shaping affective states, interactive simulations of complex systems, ill-defined domains, and adaptive educational games. At their core, these systems rely on our basic knowledge of effective human tutoring. This book starts with a presentation of learning frameworks related to tutoring and ITS. This is followed by examples of best practices of tutoring and learning strategies by implementing within specific ITS. Finally, it presents examples for evaluating the effectiveness of tutoring systems.
Author :Anne Sinatra Publisher : U.S. Army Combat Capabilities Development Command – Soldier Center ISBN 13 :0997725818 Total Pages :154 pages Book Rating :4.9/5 (977 download)
Book Synopsis Design Recommendations for Intelligent Tutoring Systems: Volume 9 - Competency-Based Scenario Design by : Anne Sinatra
Download or read book Design Recommendations for Intelligent Tutoring Systems: Volume 9 - Competency-Based Scenario Design written by Anne Sinatra and published by U.S. Army Combat Capabilities Development Command – Soldier Center. This book was released on 2022-02-02 with total page 154 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on the topic of competency-based scenario design as it relates to Intelligent Tutoring Systems (ITSs). The current book is the ninth in a series of books that examine key topics in ITSs. The chapters in this book specifically relate the work presented to applications for the Generalized Intelligent Framework for Tutoring (GIFT) (Sottilare, Brawner, Goldberg, & Holden, 2012; Sottilare, Brawner, Sinatra, & Johnston, 2017). GIFT is an open-source, domain independent, service-oriented, modular architecture for ITSs. GIFT has specifically been designed to allow for reusability of the GIFT architecture, GIFT tools, and instructional content materials. Further, GIFT has been designed with the goals of reducing the amount of time necessary to author ITSs, and reducing the skill level required for the authoring process. GIFT can be used to create ITSs that can be distributed both locally on a computer and virtually in the Cloud. In addition to creating ITSs, GIFT can be used to examine instructional outcomes, and conduct research. The topic of this book, Competency-Based Scenario Design is highly relevant to the development of ITSs. Scenarios are information-rich task/problem contexts that are closely aligned with real-world situations that professionals face in their jobs. The tasks/problems exhibit ecological validity rather than stripped-down abstract simplifications. Developers of ITSs and other adaptive instructional systems need to have principled guidance on how to design these scenarios. An example scenario may be a close match to a particular situation in the past, but not be representative of a large range of situations that professionals experience in their job. An example scenario may be very realistic, but not provide reliable and valid assessments of the learners' performance to guide assessments (summative, formative, or stealth). Research teams that build high quality scenarios need to include expertise in the targeted profession, assessment, learning science, and computer science. The current book brings together experts on ITSs to discuss their work as it applies to Competency-Based Scenario Design. We believe that this book can be used as a resource for those who have an interest in developing Scenarios for ITSs, and who want to learn more about how to do so.
Author :Anne Sinatra Publisher : U.S. Army Combat Capabilities Development Command – Soldier Center ISBN 13 :0997725850 Total Pages :140 pages Book Rating :4.9/5 (977 download)
Book Synopsis Design Recommendations for Intelligent Tutoring Systems: Volume 11 - Professional Career Education by : Anne Sinatra
Download or read book Design Recommendations for Intelligent Tutoring Systems: Volume 11 - Professional Career Education written by Anne Sinatra and published by U.S. Army Combat Capabilities Development Command – Soldier Center. This book was released on 2023-09-01 with total page 140 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Design Recommendations for Intelligent Tutoring Systems series has covered many different topics over the past ten years. Those topics have ranged from general components of intelligent tutoring systems (ITSs) (Learner Modeling, Instructional Management, Authoring Tools, Domain Modeling) to advanced elements (Assessment Methods, Team Tutoring, Self-Improving Systems, Data Visualization, Competency Based-Scenario Design). Our most recent previous volume included a series of Strengths, Weaknesses, Opportunities, and Threats (SWOT) Analyses on all the initial topics as well as overviews of ITSs in general and the Generalized Intelligent Framework for Tutoring (GIFT) software (Sottilare et al., 2012; Sottilare et al., 2017; Goldberg & Sinatra, 2023). Each book in the Design Recommendations for Intelligent Tutoring Systems series has been associated with an Expert Workshop on the same topic. These workshops are part of a cooperative agreement (W911NF18-2-0039) between US Army Combat Capabilities Development Command (DEVCOM) Soldier Center and University of Memphis. One of the goals of the expert workshops is to learn more about ITS capabilities that are being developed, and how these approaches, as well as lessons learned, could enhance the GIFT software (GIFT is freely available at https://www.GIFTtutoring.org). Invited experts in industry, academia, and government discuss the expert workshop topic, their applicable work, and suggestions for improving GIFT in what is usually a two day event. Both the University of Memphis and GIFT Teams participate in the workshop, help to guide discussion, and ask questions that will provide insight into current challenges in GIFT. The expert workshop associated with this current book was held virtually in October 2022, and included presentations about both general approaches and specific applications to professional education in ITSs. Additionally, the University of Memphis team that participated in the workshop included Arthur C. Graesser, Xiangen Hu, Vasile Rus, and Jody Cockroft. The US Army DEVCOM Soldier Center team who participated in the workshop included Benjamin Goldberg, Gregory Goodwin, Anne M. Sinatra, Randall Spain, and Lisa N. Townsend. The current volume and the expert workshop that was associated with it, branched out in a new direction and rather than addressing specific components of an ITS or types of features/approaches that could be included in ITSs, it focused on how to apply an ITS for specific types of training. The specific focus was on ITSs for Professional Career Education. This topic area was selected, as in general, ITS research tends to be focused on K-12 or college education, and in many cases on domains such as algebra or physics. However, for the military, and for industry, trainees are adult learners and domains tend to be more active, applied, and experiential. This workshop provided an opportunity for discussion of specific examples of applied training that occurs with ITSs, as well as discussion of general approaches and considerations for applied professional education in ITSs.
Book Synopsis Intelligent Tutoring Systems by : Joseph Psotka
Download or read book Intelligent Tutoring Systems written by Joseph Psotka and published by Psychology Press. This book was released on 1988 with total page 580 pages. Available in PDF, EPUB and Kindle. Book excerpt: The power and potential of current ITS technology is described here by the designers and builders of major ITS projects. The book illustrates how, in less than a decade, the field of Intelligent Tutoring Systems has advanced from experimental systems in universities to systems that perform practical, real-world tasks. Intelligent Tutoring Systems: Lessons Learned provides a first-hand, detailed account of how these systems were designed and built out of state-of-the-art technology. The essays build on the basic research foundations of the field and define the abilities and limitations of current knowledge. With this critical volume, teachers and industrial trainers have a realistic view of the future of their professions, and students, researchers, and professionals in AI, education, cognitive science, and psychology have both an introduction to the field and a comprehensive reference.
Book Synopsis Artificial Intelligence and Tutoring Systems by : Etienne Wenger
Download or read book Artificial Intelligence and Tutoring Systems written by Etienne Wenger and published by Morgan Kaufmann. This book was released on 2014-05-12 with total page 510 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence and Tutoring Systems: Computational and Cognitive Approaches to the Communication of Knowledge focuses on the cognitive approaches, methodologies, principles, and concepts involved in the communication of knowledge. The publication first elaborates on knowledge communication systems, basic issues, and tutorial dialogues. Concerns cover natural reasoning and tutorial dialogues, shift from local strategies to multiple mental models, domain knowledge, pedagogical knowledge, implicit versus explicit encoding of knowledge, knowledge communication, and practical and theoretical implications. The text then examines interactive simulations, existing CAI traditions, and learning environments. The manuscript elaborates on knowledge communication, didactics, and diagnosis. Topics include knowledge presentation and communication, pedagogical contexts, target levels of didactic operations, behavioral and epistemic diagnosis, and aspects of diagnostic experience. The publication is a dependable reference for researchers interested in the computational and cognitive approaches to the communication of knowledge.
