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Goal-driven Learning

Goal-driven Learning PDF Author: Ashwin Ram
Publisher: MIT Press
ISBN: 9780262181655
Category : Computers
Languages : en
Pages : 548

Book Description
Brings together a diversity of research on goal-driven learning to establish a broad, interdisciplinary framework that describes the goal-driven learning process. In cognitive science, artificial intelligence, psychology, and education, a growing body of research supports the view that the learning process is strongly influenced by the learner's goals. The fundamental tenet of goal-driven learning is that learning is largely an active and strategic process in which the learner, human or machine, attempts to identify and satisfy its information needs in the context of its tasks and goals, its prior knowledge, its capabilities, and environmental opportunities for learning. This book brings together a diversity of research on goal-driven learning to establish a broad, interdisciplinary framework that describes the goal-driven learning process. It collects and solidifies existing results on this important issue in machine and human learning and presents a theoretical framework for future investigations. The book opens with an an overview of goal-driven learning research and computational and cognitive models of the goal-driven learning process. This introduction is followed by a collection of fourteen recent research articles addressing fundamental issues of the field, including psychological and functional arguments for modeling learning as a deliberative, planful process; experimental evaluation of the benefits of utility-based analysis to guide decisions about what to learn; case studies of computational models in which learning is driven by reasoning about learning goals; psychological evidence for human goal-driven learning; and the ramifications of goal-driven learning in educational contexts. The second part of the book presents six position papers reflecting ongoing research and current issues in goal-driven learning. Issues discussed include methods for pursuing psychological studies of goal-driven learning, frameworks for the design of active and multistrategy learning systems, and methods for selecting and balancing the goals that drive learning. A Bradford Book

Goal-driven Learning

Goal-driven Learning PDF Author: Ashwin Ram
Publisher: MIT Press
ISBN: 9780262181655
Category : Computers
Languages : en
Pages : 548

Book Description
Brings together a diversity of research on goal-driven learning to establish a broad, interdisciplinary framework that describes the goal-driven learning process. In cognitive science, artificial intelligence, psychology, and education, a growing body of research supports the view that the learning process is strongly influenced by the learner's goals. The fundamental tenet of goal-driven learning is that learning is largely an active and strategic process in which the learner, human or machine, attempts to identify and satisfy its information needs in the context of its tasks and goals, its prior knowledge, its capabilities, and environmental opportunities for learning. This book brings together a diversity of research on goal-driven learning to establish a broad, interdisciplinary framework that describes the goal-driven learning process. It collects and solidifies existing results on this important issue in machine and human learning and presents a theoretical framework for future investigations. The book opens with an an overview of goal-driven learning research and computational and cognitive models of the goal-driven learning process. This introduction is followed by a collection of fourteen recent research articles addressing fundamental issues of the field, including psychological and functional arguments for modeling learning as a deliberative, planful process; experimental evaluation of the benefits of utility-based analysis to guide decisions about what to learn; case studies of computational models in which learning is driven by reasoning about learning goals; psychological evidence for human goal-driven learning; and the ramifications of goal-driven learning in educational contexts. The second part of the book presents six position papers reflecting ongoing research and current issues in goal-driven learning. Issues discussed include methods for pursuing psychological studies of goal-driven learning, frameworks for the design of active and multistrategy learning systems, and methods for selecting and balancing the goals that drive learning. A Bradford Book

Goal-Driven Lesson Planning for Teaching English to Speakers of Other Languages

Goal-Driven Lesson Planning for Teaching English to Speakers of Other Languages PDF Author: Marnie Reed
Publisher: University of Michigan Press ELT
ISBN: 0472034189
Category : Education
Languages : en
Pages : 145

Book Description
This book is more than a collection of activities or ready-made lesson plans to add to a teaching repertoire. Instead, Goal-Driven Lesson Planning is intended to empower teachers and help them create a principled framework for their teaching—a framework that will shape the varied activities of the ESL classroom into a coherent teaching and learning partnership. After reading this book, teachers and prospective teachers will be able to articulate their individual teaching philosophies. Goal-Driven Lesson Planning shows readers how to take any piece from English language materials—an assigned text, a random newspaper article, an ESL activity from a website, etc.—and use it to teach students something about language. Readers are walked through the process of reflecting on their role in diagnosing what that “something” is—what students really need—and planning how to get them there and how to know when they got there in a goal-driven principled manner. This book has chapters on the theory of setting specific language goals for students; how to analyze learner needs (including an initial diagnostic and needs-analysis); templates to use when planning goal-driven English language lessons; explicit instruction on giving corrective feedback; how to recognize and assess student progress; and the mechanics and logistics that facilitate the goal-driven language classroom.

Step Into Student Goal Setting

Step Into Student Goal Setting PDF Author: Chase Nordengren
Publisher: Corwin Press
ISBN: 1071867083
Category : Education
Languages : en
Pages : 138

Book Description
Using Goals to Amplify Student Learning Step Into Student Goal Setting provides an action plan for answering the question: What does this student know and how do I build from it? Research-driven and practical, this guide shows teachers how to integrate formative assessment, student metacognition, and motivational strategies to make goal setting an integral instructional strategy. Author Chase Nordengren weaves research and case studies with practical strategies to demonstrate how goal setting, with clear learning intentions and plenty of scaffolded support by teachers, can lead to high learning growth and student agency. Readers will find: Actionable strategies for incorporating goal setting in instructional practice Tips for using goals as motivational strategies to drive learning growth Guidance on how to coach students through setting their own goals – recalibrating and celebrating along the way Vignettes and examples to demonstrate what goal setting looks like in the classroom By demonstrating how to set, monitor, and evaluate goals, this guide equips teachers with the tools they need to help students take ownership of their learning journeys.

Goal-Directed Decision Making

Goal-Directed Decision Making PDF Author: Richard W. Morris
Publisher: Academic Press
ISBN: 0128120991
Category : Science
Languages : en
Pages : 484

Book Description
Goal-Directed Decision Making: Computations and Neural Circuits examines the role of goal-directed choice. It begins with an examination of the computations performed by associated circuits, but then moves on to in-depth examinations on how goal-directed learning interacts with other forms of choice and response selection. This is the only book that embraces the multidisciplinary nature of this area of decision-making, integrating our knowledge of goal-directed decision-making from basic, computational, clinical, and ethology research into a single resource that is invaluable for neuroscientists, psychologists and computer scientists alike. The book presents discussions on the broader field of decision-making and how it has expanded to incorporate ideas related to flexible behaviors, such as cognitive control, economic choice, and Bayesian inference, as well as the influences that motivation, context and cues have on behavior and decision-making. Details the neural circuits functionally involved in goal-directed decision-making and the computations these circuits perform Discusses changes in goal-directed decision-making spurred by development and disorders, and within real-world applications, including social contexts and addiction Synthesizes neuroscience, psychology and computer science research to offer a unique perspective on the central and emerging issues in goal-directed decision-making

Atomic Habits

Atomic Habits PDF Author: James Clear
Publisher: Penguin
ISBN: 0735211299
Category : Business & Economics
Languages : en
Pages : 321

Book Description
The #1 New York Times bestseller. Over 15 million copies sold! Tiny Changes, Remarkable Results No matter your goals, Atomic Habits offers a proven framework for improving--every day. James Clear, one of the world's leading experts on habit formation, reveals practical strategies that will teach you exactly how to form good habits, break bad ones, and master the tiny behaviors that lead to remarkable results. If you're having trouble changing your habits, the problem isn't you. The problem is your system. Bad habits repeat themselves again and again not because you don't want to change, but because you have the wrong system for change. You do not rise to the level of your goals. You fall to the level of your systems. Here, you'll get a proven system that can take you to new heights. Clear is known for his ability to distill complex topics into simple behaviors that can be easily applied to daily life and work. Here, he draws on the most proven ideas from biology, psychology, and neuroscience to create an easy-to-understand guide for making good habits inevitable and bad habits impossible. Along the way, readers will be inspired and entertained with true stories from Olympic gold medalists, award-winning artists, business leaders, life-saving physicians, and star comedians who have used the science of small habits to master their craft and vault to the top of their field. Learn how to: make time for new habits (even when life gets crazy); overcome a lack of motivation and willpower; design your environment to make success easier; get back on track when you fall off course; ...and much more. Atomic Habits will reshape the way you think about progress and success, and give you the tools and strategies you need to transform your habits--whether you are a team looking to win a championship, an organization hoping to redefine an industry, or simply an individual who wishes to quit smoking, lose weight, reduce stress, or achieve any other goal.

The Standards-Based Classroom

The Standards-Based Classroom PDF Author: Emily Rinkema
Publisher: Corwin Press
ISBN: 1544324243
Category : Education
Languages : en
Pages : 170

Book Description
Get to know which practices related to curriculum, instruction, and assessment are essential to make learning the goal for every student! You’ll learn how to Create learning targets that are scalable and transferable within and across units Develop instructional scales for each learning target Design non-scored practice activities and assessments Introduce and model skills that will be assessed and design tasks that allow students to use these skills Differentiate instruction and activities based on data from various types of assessments Maintain a gradebook that tracks summative achievement of learning targets, and score assessments accordingly Communicate progress clearly and efficiently with students and families

Analytical Goal-driven Learning of Procedural Knowledge by Observation

Analytical Goal-driven Learning of Procedural Knowledge by Observation PDF Author: Negin Nejati
Publisher: Stanford University
ISBN:
Category :
Languages : en
Pages : 181

Book Description
Knowledge-based approaches to planning and control offer benefits over classical techniques in applications that involve large yet structured state spaces. However, knowledge bases are time consuming and costly to construct. In this dissertation I introduce a framework for analytical learning that enables the agent to acquire generalizable, domain-specific procedural knowledge in the form of goal-indexed hierarchical task networks by observing a small number of successful demonstrations of goal-driven tasks. I discuss how, in contrast with most algorithms for learning by observation, my approach can learn from unannotated input demonstrations by automatically inferring the purpose of each solution step using the background knowledge about the domain. I discuss the role of hierarchical structure, distributed applicability conditions, and goals in the generalizability of the acquired knowledge. I also introduce an approach for adaptively determining the structure of the acquired knowledge that strikes a balance between generality and operationality, and for making the algorithm robust to changes in the structure of background knowledge. This involves resolving interdependencies among goals using temporal information. I present experimental studies on a number of domains which demonstrate that the quality of acquired knowledge is comparable to handcrafted content in terms of both coverage and complexity. In closing, I review related work and directions for future research.

(Re)Defining the Goal

(Re)Defining the Goal PDF Author: Kevin J. Fleming, Ph.d.
Publisher: Createspace Independent Publishing Platform
ISBN: 9781532912580
Category :
Languages : en
Pages : 222

Book Description
How is it possible that both university graduates and unfilled job openings are both at record-breaking highs? Our world has changed. New and emerging occupations in every industry now require a combination of academic knowledge and technical ability. With rising education costs, mounting student debt, fierce competition for jobs, and the oversaturation of some academic majors in the workforce, we need to once again guide students towards personality-aligned careers and not just into college. Extensively researched, (Re)Defining the Goal deconstructs the prevalent "one-size-fits-all" education agenda. The author provides a fresh perspective, replicable strategies, and outlines six proven steps to help students secure a competitive advantage in the new economy. Gain a new paradigm and the right resources to help students avoid the pitfalls of unemployment, or underemployment, after graduation.

How We Think

How We Think PDF Author: Alan H. Schoenfeld
Publisher: Routledge
ISBN: 1136909788
Category : Education
Languages : en
Pages : 264

Book Description
Teachers try to help their students learn. But why do they make the particular teaching choices they do? What resources do they draw upon? What accounts for the success or failure of their efforts? In How We Think, esteemed scholar and mathematician, Alan H. Schoenfeld, proposes a groundbreaking theory and model for how we think and act in the classroom and beyond. Based on thirty years of research on problem solving and teaching, Schoenfeld provides compelling evidence for a concrete approach that describes how teachers, and individuals more generally, navigate their way through in-the-moment decision-making in well-practiced domains. Applying his theoretical model to detailed representations and analyses of teachers at work as well as of professionals outside education, Schoenfeld argues that understanding and recognizing the goal-oriented patterns of our day to day decisions can help identify what makes effective or ineffective behavior in the classroom and beyond.

How People Learn II

How People Learn II PDF Author: National Academies of Sciences, Engineering, and Medicine
Publisher: National Academies Press
ISBN: 0309459672
Category : Education
Languages : en
Pages : 347

Book Description
There are many reasons to be curious about the way people learn, and the past several decades have seen an explosion of research that has important implications for individual learning, schooling, workforce training, and policy. In 2000, How People Learn: Brain, Mind, Experience, and School: Expanded Edition was published and its influence has been wide and deep. The report summarized insights on the nature of learning in school-aged children; described principles for the design of effective learning environments; and provided examples of how that could be implemented in the classroom. Since then, researchers have continued to investigate the nature of learning and have generated new findings related to the neurological processes involved in learning, individual and cultural variability related to learning, and educational technologies. In addition to expanding scientific understanding of the mechanisms of learning and how the brain adapts throughout the lifespan, there have been important discoveries about influences on learning, particularly sociocultural factors and the structure of learning environments. How People Learn II: Learners, Contexts, and Cultures provides a much-needed update incorporating insights gained from this research over the past decade. The book expands on the foundation laid out in the 2000 report and takes an in-depth look at the constellation of influences that affect individual learning. How People Learn II will become an indispensable resource to understand learning throughout the lifespan for educators of students and adults.