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Model-based Reasoning about Learner Behaviour

Model-based Reasoning about Learner Behaviour PDF Author: Kees de Koning
Publisher: IOS Press
ISBN: 9789051993684
Category : Computers
Languages : en
Pages : 218

Book Description
Simulators are becoming standard equipment for interactive learning environments. They allow for attractive teaching with a large degree of freedom for the learner. However, without proper guidance, the learner easily gets lost in a simulation environment. Providing guidance requires an image of what the learner is doing. Acquiring this image by diagnosing the behaviour of the learner is a complex and resource-intensive task for which yet no general approach exists. In this book, we apply existing ideas and techniques from the field of model-based reasoning and diagnosis to interactive learning environments. We present a framework for subject matter modelling and diagnosis of learner behaviour. The framework defines generic techniques for automatically generating subject matter models from qualitative simulations. A generic model-based engine employs these models for diagnosing the learner's behaviour. The framework provides a powerful and reusable approach to individualising guidance in educational systems.

Model-based Reasoning about Learner Behaviour

Model-based Reasoning about Learner Behaviour PDF Author: Kees de Koning
Publisher: IOS Press
ISBN: 9789051993684
Category : Computers
Languages : en
Pages : 218

Book Description
Simulators are becoming standard equipment for interactive learning environments. They allow for attractive teaching with a large degree of freedom for the learner. However, without proper guidance, the learner easily gets lost in a simulation environment. Providing guidance requires an image of what the learner is doing. Acquiring this image by diagnosing the behaviour of the learner is a complex and resource-intensive task for which yet no general approach exists. In this book, we apply existing ideas and techniques from the field of model-based reasoning and diagnosis to interactive learning environments. We present a framework for subject matter modelling and diagnosis of learner behaviour. The framework defines generic techniques for automatically generating subject matter models from qualitative simulations. A generic model-based engine employs these models for diagnosing the learner's behaviour. The framework provides a powerful and reusable approach to individualising guidance in educational systems.

Advances in Computers

Advances in Computers PDF Author: Marvin Zelkowitz
Publisher: Elsevier
ISBN: 0080459676
Category : Computers
Languages : en
Pages : 471

Book Description
This present volume describes some of the latest advances in the computer science field today. This current volume emphasizes information processing with chapters on artificial intelligence, data bases and software engineering. In particular it looks at the interfaces between AI and software development with chapters on how AI affects the development of correct programs, and conversely, how software engineering can affect the development of correct AI programs.Key Features:* In-depth surveys and tutorials on new computer technology.* Well-known authors and researchers in the field.* Extensive bibliographies with most chapters.* Impact of AI on software development and impact of software development on correct AI programs.* What is the educational role of mathematics in the development of the next generation of computer professional?* In-depth surveys and tutorials on new computer technology.* Well-known authors and researchers in the field.* Extensive bibliographies with most chapters.* Impact of AI on software development and impact of software development on correct AI programs.* What is the educational role of mathematics in the development of the next generation of computer professional?

Encyclopedia of Artificial Intelligence

Encyclopedia of Artificial Intelligence PDF Author: Juan Ramon Rabunal
Publisher: IGI Global
ISBN: 1599048507
Category : Computers
Languages : en
Pages : 1640

Book Description
"This book is a comprehensive and in-depth reference to the most recent developments in the field covering theoretical developments, techniques, technologies, among others"--Provided by publisher.

Model-Based Reasoning in Science and Technology

Model-Based Reasoning in Science and Technology PDF Author: Ángel Nepomuceno-Fernández
Publisher: Springer Nature
ISBN: 3030327221
Category : Philosophy
Languages : en
Pages : 510

Book Description
This book discusses how scientific and other types of cognition make use of models, abduction, and explanatory reasoning in order to produce important and innovative changes in theories and concepts. Gathering revised contributions presented at the international conference on Model-Based Reasoning (MBR18), held on October 24–26 2018 in Seville, Spain, the book is divided into three main parts. The first focuses on models, reasoning, and representation. It highlights key theoretical concepts from an applied perspective, and addresses issues concerning information visualization, experimental methods, and design. The second part goes a step further, examining abduction, problem solving, and reasoning. The respective papers assess different types of reasoning, and discuss various concepts of inference and creativity and their relationship with experimental data. In turn, the third part reports on a number of epistemological and technological issues. By analyzing possible contradictions in modern research and describing representative case studies, this part is intended to foster new discussions and stimulate new ideas. All in all, the book provides researchers and graduate students in the fields of applied philosophy, epistemology, cognitive science, and artificial intelligence alike with an authoritative snapshot of the latest theories and applications of model-based reasoning.

Artificial Intelligence in Education

Artificial Intelligence in Education PDF Author: Chee-Kit Looi
Publisher: IOS Press
ISBN: 1586035304
Category : Computers
Languages : en
Pages : 1040

Book Description
The field of Artificial Intelligence in Education includes research and researchers from many areas of technology and social science. This study aims to open opportunities for the cross-fertilization of information and ideas from researchers in the many fields that make up this interdisciplinary research area.

Artificial Intelligence in Education

Artificial Intelligence in Education PDF Author: Gautam Biswas
Publisher: Springer Science & Business Media
ISBN: 3642218687
Category : Computers
Languages : en
Pages : 664

Book Description
This book constitutes the refereed proceedings of the 15th International Conference on Artificial Intelligence in Education, AIED 2011, held in Auckland, New Zealand in June/July 2011. The 49 revised full papers presented together with three invited talks and extended abstracts of poster presentations, young researchers contributions and interactive systems reports and workshop reports were carefully reviewed and selected from a total of 193 submissions. The papers report on technical advances in and cross-fertilization of approaches and ideas from the many topical areas that make up this highly interdisciplinary field of research and development including artificial intelligence, agent technology, computer science, cognitive and learning sciences, education, educational technology, game design, psychology, philosophy, sociology, anthropology and linguistics.

Artificial Intelligence in Education

Artificial Intelligence in Education PDF Author: Cristina Conati
Publisher: Springer
ISBN: 3319197738
Category : Computers
Languages : en
Pages : 955

Book Description
This book constitutes the refereed proceedings of the 17th International Conference on Artificial Intelligence in Education, AIED 2015, held in Madrid, Spain, in June 2015. The 50 revised full papers presented together with 3 keynotes, 79 poster presentations, 13 doctoral consortium papers, 16 workshop abstracts, and 8 interactive event papers were carefully reviewed and selected from numerous 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.

Proceedings

Proceedings PDF Author: Thierry Vidal
Publisher: IOS Press
ISBN: 9784274905186
Category : Artificial intelligence
Languages : en
Pages : 244

Book Description


Teaching and Learning in a Network World

Teaching and Learning in a Network World PDF Author: Peter Hoffman
Publisher: IOS Press
ISBN: 9781586030520
Category : Computers
Languages : en
Pages : 190

Book Description
The theme of TechEd2000 was Teaching and Learning in a Network World. The conference brings together professionals from all sectors and levels of education, and provides a vision of the exciting, interactive, technology-rich future of education. TechEd2000 plays a vital role in equipping universities, colleges, and schools with a strong base technology awareness and the knowledge needed to tackle the increasing challenges of teaching and learning. Presentations accepted for TechEd2000 demonstrate innovative solutions for key technology issues faced by educational institutions from throughout the world.

Intelligent Systems for Engineers and Scientists

Intelligent Systems for Engineers and Scientists PDF Author: Adrian A. Hopgood
Publisher: CRC Press
ISBN: 1000484106
Category : Technology & Engineering
Languages : en
Pages : 515

Book Description
The fourth edition of this bestselling textbook explains the principles of artificial intelligence (AI) and its practical applications. Using clear and concise language, it provides a solid grounding across the full spectrum of AI techniques, so that its readers can implement systems in their own domain of interest. The coverage includes knowledge-based intelligence, computational intelligence (including machine learning), and practical systems that use a combination of techniques. All the key techniques of AI are explained—including rule-based systems, Bayesian updating, certainty theory, fuzzy logic (types 1 and 2), agents, objects, frames, symbolic learning, case-based reasoning, genetic algorithms and other optimization techniques, shallow and deep neural networks, hybrids, and the Lisp, Prolog, and Python programming languages. The book also describes a wide range of practical applications in interpretation and diagnosis, design and selection, planning, and control. Fully updated and revised, Intelligent Systems for Engineers and Scientists: A Practical Guide to Artificial Intelligence, Fourth Edition features: A new chapter on deep neural networks, reflecting the growth of machine learning as a key technique for AI A new section on the use of Python, which has become the de facto standard programming language for many aspects of AI The rule-based and uncertainty-based examples in the book are compatible with the Flex toolkit by Logic Programming Associates (LPA) and its Flint extension for handling uncertainty and fuzzy logic. Readers of the book can download this commercial software for use free of charge. This resource and many others are available at the author’s website: adrianhopgood.com. Whether you are building your own intelligent systems, or you simply want to know more about them, this practical AI textbook provides you with detailed and up-to-date guidance.