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An Introduction to Agent-Based Modeling
A comprehensive and hands-on introduction to the core concepts, methods, and applications of agent-based modeling, including detailed NetLogo examples. The advent of widespread fast computing has enabled us to work on more complex problems and to build and analyze more complex models. This book provides an introduction to one of the primary methodologies for research in this new field of knowledge. Agent-based modeling (ABM) offers a new way of doing science: by conducting computer-based experiments. ABM is applicable to complex systems embedded in natural, social, and engineered contexts, across domains that range from engineering to ecology. An Introduction to Agent-Based Modeling offers a...
Constructionism in Practice
The digital revolution necessitates, but also makes possible, radical changes in how and what we learn. This book describes a set of innovative educational research projects at the MIT Media Laboratory, illustrating how new computational technologies can transform our conceptions of learning, education, and knowledge. The book draws on real-world education experiments conducted in formal and informal contexts: from inner-city schools and university labs to neighborhoods and after-school clubhouses. The papers in this book are divided in four interrelated sections as follows: * Perspectives in Constructionism further develops the intellectual underpinnings of constructionist theory. This sect...
Remote Workforce Training: Effective Technologies and Strategies
Lifelong learning can occur both in and out of the classroom, but the most valuable instruction takes place on the job. Remote Workforce Training: Effective Technologies and Strategies investigates methods, techniques, and systems used in employee training programs. The tools and technologies surveyed within these pages will help employers take their workers beyond the transient skill sets offered by university degrees and into a constant state of learning and practice that will enhance both their productivity and technical abilities on a regular basis. In particular, the knowledge offered by this reference book will be of use to educators and students as well as managers, leaders, administrators, and personnel.
Design Recommendations for Intelligent Tutoring Systems
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.
Epistemic Fluency and Professional Education
This book, by combining sociocultural, material, cognitive and embodied perspectives on human knowing, offers a new and powerful conceptualisation of epistemic fluency – a capacity that underpins knowledgeable professional action and innovation. Using results from empirical studies of professional education programs, the book sheds light on practical ways in which the development of epistemic fluency can be recognised and supported - in higher education and in the transition to work. The book provides a broader and deeper conception of epistemic fluency than previously available in the literature. Epistemic fluency involves a set of capabilities that allow people to recognize and participa...
Applied Computational Mathematics in Social Sciences
Applied Computational Mathematics in Social Sciences adopts a modern scientific approach that combines knowledge from mathematical modeling with various aspects of social science. Special algorithms can be created to simulate an artificial society and a detailed analysis can subsequently be used to project social realities. This Ebook specifically deals with computations using the NetLogo platform, and is intended for researchers interested in advanced human geography and mathematical modeling studies.
An Introduction to Undergraduate Research in Computational and Mathematical Biology
Speaking directly to the growing importance of research experience in undergraduate mathematics programs, this volume offers suggestions for undergraduate-appropriate research projects in mathematical and computational biology for students and their faculty mentors. The aim of each chapter is twofold: for faculty, to alleviate the challenges of identifying accessible topics and advising students through the research process; for students, to provide sufficient background, additional references, and context to excite students in these areas and to enable them to successfully undertake these problems in their research. Some of the topics discussed include: • Oscillatory behaviors present in ...
Systems Engineering and Artificial Intelligence
This book provides a broad overview of the benefits from a Systems Engineering design philosophy in architecting complex systems composed of artificial intelligence (AI), machine learning (ML) and humans situated in chaotic environments. The major topics include emergence, verification and validation of systems using AI/ML and human systems integration to develop robust and effective human-machine teams—where the machines may have varying degrees of autonomy due to the sophistication of their embedded AI/ML. The chapters not only describe what has been learned, but also raise questions that must be answered to further advance the general Science of Autonomy. The science of how humans and m...
Intuition in Medicine
Intuition is central to discussions about the nature of scientific and philosophical reasoning and what it means to be human. In this bold and timely book, Hillel D. Braude marshals his dual training as a physician and philosopher to examine the place of intuition in medicine. Rather than defining and using a single concept of intuition—philosophical, practical, or neuroscientific—Braude here examines intuition as it occurs at different levels and in different contexts of clinical reasoning. He argues that not only does intuition provide the bridge between medical reasoning and moral reasoning, but that it also links the epistemological, ontological, and ethical foundations of clinical d...
Connected Gaming
How making and sharing video games offer educational benefits for coding, collaboration, and creativity. Over the last decade, video games designed to teach academic content have multiplied. Students can learn about Newtonian physics from a game or prep for entry into the army. An emphasis on the instructionist approach to gaming, however, has overshadowed the constructionist approach, in which students learn by designing their own games themselves. In this book, Yasmin Kafai and Quinn Burke discuss the educational benefits of constructionist gaming—coding, collaboration, and creativity—and the move from “computational thinking” toward “computational participation.” Kafai and Bur...
