LNAI 2741 Reasoning about Qualitative Representations of Space and Time 1st Edition by Anthony Cohn – Ebook PDF Instant Download/Delivery. 9783540450856
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ISBN 13: 9783540450856
Author: Anthony Cohn
In this talk I survey Qualitative Representations of Space and Time which have formed an increasingly active area of Knowledge Representation recently. Although most of the work has concerned topology and mereology (theories of parthood), known collectively as mereotopology, a variety of calculi have also addressed distance, size, orientation and, more generally, the notion of qualitative shape. Increasingly, calculi are now being designed to represent and reason about more than one such aspect simultaneously.
LNAI 2741 Reasoning about Qualitative Representations of Space and Time 1st Edition Table of contents:
Chapter 1: Introduction to Qualitative Reasoning
- What is Qualitative Reasoning?
- The Role of Qualitative Representations in AI and Cognitive Science
- Differences Between Qualitative and Quantitative Approaches
- Key Applications of Qualitative Reasoning
Chapter 2: Theories of Space in Qualitative Reasoning
- Representing Spatial Relations: Points, Regions, and Objects
- Theories of Spatial Representation: Region Connection Calculus (RCC), Distance Logic, and More
- Geometrical vs. Topological Reasoning
- Applications of Spatial Reasoning in Robotics, GIS, and Human-Computer Interaction
Chapter 3: Temporal Reasoning and Qualitative Representations
- What is Temporal Reasoning?
- Temporal Logic: Theories and Formalisms
- Qualitative Representations of Time: Intervals, Durations, and Events
- Temporal Reasoning in Planning and Scheduling
Chapter 4: Qualitative Spatial and Temporal Logics
- Combining Spatial and Temporal Representations
- Spatio-Temporal Logics and Their Applications
- Logic-Based Approaches to Qualitative Reasoning
- Expressiveness and Computational Complexity of Qualitative Logics
Chapter 5: Qualitative Representation Systems
- Overview of Major Qualitative Representation Systems
- The Region Connection Calculus (RCC) and Its Variants
- Temporal Representation Systems: Allen’s Interval Algebra and Others
- Integrating Spatial and Temporal Representations in AI Systems
Chapter 6: Reasoning with Qualitative Representations
- Qualitative Reasoning with Spatial Relations
- Temporal Reasoning and Qualitative Event Structures
- Algorithms for Qualitative Reasoning in Space and Time
- Case Studies in Qualitative Spatial and Temporal Reasoning
Chapter 7: Reasoning about Movement and Change
- Representing Motion in Qualitative Terms
- Modeling Change Over Time: Discrete vs. Continuous Approaches
- Applications to Robotics and Autonomous Systems
- Temporal Reasoning in Dynamic Environments
Chapter 8: Qualitative Representation in Cognitive Science
- Qualitative Representations in Human Cognition
- How Humans Represent Space and Time: Insights from Cognitive Science
- Cognitive Models and Their Relation to Qualitative Reasoning
- The Role of Qualitative Representations in Human-Computer Interaction
Chapter 9: Practical Applications of Qualitative Reasoning
- Applications in Geographic Information Systems (GIS)
- Temporal Reasoning in Legal and Medical Domains
- Qualitative Models in Artificial Intelligence and Robotics
- Use of Qualitative Representations in Planning, Navigation, and Decision Making
Chapter 10: Challenges and Future Directions
- Computational Complexity and Scalability of Qualitative Reasoning
- Integrating Qualitative and Quantitative Approaches
- The Future of Qualitative Spatial and Temporal Reasoning in AI
- Open Research Problems and Emerging Trends
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