Real-World Reasoning: Toward Scalable, Uncertain Spatiotemporal, Contextual and Causal Inference

ISBN: 978-94-91216-10-7 (Print) 978-94-91216-11-4 (Online)

Table of contents (16 chapters)

  1. Front Matter

    Pages i-ix

  2. No Access

    Book Chapter

    Pages 11-24

    Introduction

  3. Representations and Rules for Real-World Reasoning

    1. Front Matter

      Pages 25-25

    2. No Access

      Book Chapter

      Pages 27-51

      Knowledge Representation Using Formal Logic

    3. No Access

      Book Chapter

      Pages 53-64

      Quantifying and Managing Uncertainty

    4. No Access

      Book Chapter

      Pages 65-78

      Representing Temporal Knowledge

    5. No Access

      Book Chapter

      Pages 79-97

      Temporal Reasoning

    6. No Access

      Book Chapter

      Pages 99-122

      Representing and Reasoning On Spatial Knowledge

    7. No Access

      Book Chapter

      Pages 123-145

      Representing and Reasoning on Contextual Knowledge

    8. No Access

      Book Chapter

      Pages 147-157

      Causal Reasoning

  4. Acquiring, Storing and Mining Logical Knowledge

    1. Front Matter

      Pages 159-159

    2. No Access

      Book Chapter

      Pages 161-167

      Extracting Logical Knowledge from Raw Data

    3. No Access

      Book Chapter

      Pages 169-177

      Scalable Spatiotemporal Logical Knowledge Storage

    4. No Access

      Book Chapter

      Pages 179-185

      Mining Patterns from Large Spatiotemporal Logical Knowledge Stores

  5. Probabilistic Logic Networks for Real-World Reasoning

    1. Front Matter

      Pages 187-187

    2. No Access

      Book Chapter

      Pages 189-204

      Probabilistic Logic Networks

    3. No Access

      Book Chapter

      Pages 205-220

      Temporal and Contextual Reasoning in PLN

    4. No Access

      Book Chapter

      Pages 221-245

      Inferring the Causes of Observed Changes

    5. No Access

      Book Chapter

      Pages 247-263

      Adaptive Inference Control

    6. No Access

      Book Chapter

      Pages 265-266

      Conclusion

  6. Back Matter

    Pages 267-279