๐”– Scriptorium
โœฆ   LIBER   โœฆ

๐Ÿ“

Pedagogically Founded Courseware Generation for Web-Based Learning: An HTN-Planning-Based Approach Implemented in Paigos (Lecture Notes in Computer Science, 5260)

โœ Scribed by Carsten Ullrich


Publisher
Springer
Year
2008
Tongue
English
Leaves
265
Category
Library

โฌ‡  Acquire This Volume

No coin nor oath required. For personal study only.

โœฆ Synopsis


Automatic course generation is a very important area of research with numerous practical applications in e-learning. It has been studied since the 1980s within the fields of intelligent tutoring, AI and education, adaptive hypermedia and web-based educational systems. Many approaches have been proposed, but hardly any have resulted in generic and practically applied systems. A number of problems have remained unresolved. These problems are addressed by this work.

This book focuses on course generation based on Hierarchical Task Network planning (HTN planning). This course generation framework enables the formalization and application of complex and realistic pedagogical knowledge. The volume describes basic techniques for course generation, which are used to formalize seven different types of courses (for instance, introducing the learner to previously unknown concepts and supporting the learner during rehearsal) and several elementary learning goals (e.g., selecting an appropriate example or exercise). This framework has been implemented and evaluated with good results in several domains, with users from different countries and universities, in the context of an EU project.

Course generation based on HTN planning is implemented in PAIGOS and has been evaluated by technical, formative and summative evaluations.

โœฆ Table of Contents


Dedication
Foreword
Preface
Contents
Part I Preliminaries
Introduction
Motivation
Contributions
Service-Oriented Course Generation
Modeling of Pedagogical Knowledge
Adaptivity in Generated Courses
Evaluation
Overview
Relevant Technologies
Basic Terminology
Semantic Web Technologies
Extensible Markup Language
Resource Description Framework
OWL Web Ontology Language
E-learning Standards
Learning Object Metadata
IMS Content Packaging
IMS Simple Sequencing
IMS Learning Design
Mathematics in the Web
OMDoc (Open Mathematical Documents)
The Learning Environment ActiveMath
Course Generation
Hierarchical Task Network Planning
Introduction to AI-Planning
Introduction to Hierarchical Task Network Planning
SHOP2 and JSHOP2
JSHOP2 Formalism
Descriptive and Prescriptive Learning Theories
Behaviorism
Cognitivism
Constructivism
Instructional Design
Competency-Based Learning
Mathematical Competencies
Competency Levels
Part II PAIGOS
General Principles
An Ontology of Instructional Objects
Motivation
Description of the Ontology
Why an Ontology?
Applications of the Ontology
A Mediator for Accessing Learning Object Repositories
Related Work
Overview of the Mediator Architecture
Querying the Mediator
Ontology Mapping and Query Rewriting
Repository Interface and Caching
Limitations of the Mediator as an Educational Service
Pedagogical Tasks, Methods and Strategies
Representing Course Generation Knowledge in an HTN Planner
Motivation
Mapping Pedagogical Tasks onto HTN Tasks
Course Generation Planning Problems
Critical and Optional Tasks
Basic General Purpose Axioms and Operators
Testing for Equality
List Manipulation
Binding a Variable to All Terms of a Term List
Manipulating the World State
Basic Operators and Methods of the Course Generation Domain
Inserting References to Educational Resources
Starting and Ending Sections
Inserting References to Learning-Support Services
An Operator for Dynamic Text Generation
Dynamic Subtask Expansion
Accessing Information about Educational Resources
Axioms for Accessing the Learner Model
Processing Resources Depending on Learner Characteristics
Initializing and Manipulating Information about the Learning Goal
Converting a Plan into a Course
Generating Structure and Adaptivity: Dynamic Tasks
Generation of Narrative Bridges and Structure
Empirical Findings
Operator and Methods for Text Generation
Symbolic Representations of Dynamic Text Items
Generation of Structure Information
Summary
Course Generation in Practice: Formalized Scenarios
Moderate Constructivist Competency-Based Scenarios
Course Generation and Constructivism -- a Contradiction?
Selecting Exercises
Selecting Examples
Scenario Discover'' ScenarioRehearse''
Scenario Connect'' ScenarioTrain Intensively''
Scenario Train Competencies'' ScenarioExam Simulation''
Course Generation Based on Instructional Design Principles
Merrill's First Principles of Instruction'' ScenarioGuided Tour''
Implementation and Integration
Implementation
Integration of PAIGOS in ActiveMath
Course Generation in ActiveMath
Dynamically Generated Elements in a Table of Contents
Usage of Learning-Support Services in ActiveMath
Template-Based Generation of Narrative Bridges
PAIGOS as a Service in ActiveMath
Course Generation as a Web-Service
Interfaces
Evaluation
Technical Evaluations and Use Cases
Evaluation of the Ontology
Mediator Use Cases and Evaluations
Course Generation Use Cases and Evaluations
Performance of PAIGOS
Discussion
Formative and Summative Evaluation
Formative Evaluations
Summative Evaluation
Discussion
Part III Conclusions
Related Work
Early Work
Generic Tutoring Environment
Dynamic Courseware Generator
ACE/WINDS
Former Course Generator of ActiveMath
APeLS/iClass
SeLeNe
Statistical Methods for Course Generation
Approaches Using Hierarchical Task Network Planning
Ontologies for Instructional Design
Future Work and Acknowledgments
Future Work
Complete List of User Comments
References
Index


๐Ÿ“œ SIMILAR VOLUMES


Pedagogically Founded Courseware Generat
โœ Carsten Ullrich (auth.) ๐Ÿ“‚ Library ๐Ÿ“… 2008 ๐Ÿ› Springer-Verlag Berlin Heidelberg ๐ŸŒ English

<p><P>Automatic course generation is a very important area of research with numerous practical applications in e-learning. It has been studied since the 1980s within the fields of intelligent tutoring, AI and education, adaptive hypermedia and web-based educational systems. Many approaches have been

Case-Based Reasoning Technology: From Fo
โœ Mario Lenz (editor) ๐Ÿ“‚ Library ๐Ÿ“… 1998 ๐Ÿ› Springer ๐ŸŒ English

<span>Humanexpertsarenotsystemsofrules,theyarelibrariesofexperiences. Riesbeck and Schank (1989, p.15) Broadlyspeaking,case-basedreasoning(CBR)is concernedwith solvingnew problems by adapting solutions that worked for similar problems in the past. As with Arti cial Intelligence in general, case-base

Constructing Online Work-Based Learning
โœ Lisa Taylor ๐Ÿ“‚ Library ๐Ÿ“… 2023 ๐Ÿ› Routledge ๐ŸŒ English

<p><span>Constructing Online Work-Based Learning Placements</span><span> offers a step-by-step approach to understanding and applying the principles of design and delivery in online work-based learning (WBL) placements for students. A crucial component of employability strategies for higher educatio

Web-based Learning Solutions for Communi
โœ Nikos Karacapilidis ๐Ÿ“‚ Library ๐Ÿ“… 2009 ๐ŸŒ English

The proper exploitation of Web-based technologies towards building responsive environments that motivate, engage, and inspire learners, and are embedded in the business processes and human resources management systems of organizations, is highly critical. Web-Based Learning Solutions for Communit

Clinical Cases in Glaucoma: An Evidence
โœ Shibal Bhartiya, Parul Ichhpujani ๐Ÿ“‚ Library ๐Ÿ“… 2017 ๐Ÿ› Jaypee Brothers Medical Publishers ๐ŸŒ English

Glaucoma is a condition of the eye in which the optic nerve is damaged due to increased fluid pressure in the eye. Left untreated, the condition may lead to permanent blindness. Presented as a collection of clinical case studies, this book is a complete guide to the treatment of glaucoma for both op