Planning and Learning by Analogical Reasoning

@inproceedings{Veloso1994PlanningAL,
  title={Planning and Learning by Analogical Reasoning},
  author={Manuela M. Veloso},
  booktitle={Lecture Notes in Computer Science},
  year={1994}
}
  • M. Veloso
  • Published in
    Lecture Notes in Computer…
    7 December 1994
  • Business
Overview.- The problem solver.- Generation of problem solving cases.- Case storage: Automated indexing.- Efficient case retrieval.- Analogical replay.- Empirical results.- Related work.- Conclusion. 

Implementation of an analogical reasoning system on a parallel recirculating computer architecture

An approach is described for implementing the SAGE™ analogical reasoning system on a parallel recirculating computer architecture to increase the efficiency of planning, infer missing structure in test cases, and classify cases across domains.

Complete Eager Replay

An algorithm for completely replaying previous problem solving experiences for plan-space planners, where not only the solution trace is replayed, but also the explanations of failed attempts made by the first-principle planner are explained.

Learning Domain Structure in HGNs for Nondeterministic planning

This paper presents preliminary ideas of our work for automated learning of Hierarchical Goal Networks in nondeterministic domains. We are currently implementing the ideas expressed in this paper.

Case-Based Reasoning Applied to Planning

Planning means constructing a course of actions to achieve a specified set of goals when starting from an initial situation. For example, determining a sequence of actions (a plan) for transporting

Design Simplification by Analogical Reasoning

This paper defines a “simplification problem”, then describes the approach to solving design simplification problems by analogical reasoning, and draws conclusions and proposes directions for future research.

Planning and Proof Planning

The paper describes some peculiarities of proof planning and discusses some possible cross-fertilization of planning and proof planning.

A Preliminary Investigation of Design Simplification by Analogy

This paper presents a definition of simplification and some examples, and describes a prototype system that has been built to support the preliminary investigations of this problem.

A Model of Planning, Action and Interpretation with Goal Reasoning

This work formalizes the notion that goal formulation and goal change are themselves major parts of the problem-solving process and includes in the model not just planning and plan execution but also interpretation of the environment as plans are executed and exogenous events occur.

Case-based planning

We briefly examine case-based planning starting with the seminal work of Hammond. Derivational analogy represents an important shift of technical emphasis that helped mature the techniques. The

Case-Based Merging Techniques in OAKPLAN

It is shown that the case-based planning approach can be an effective alternative to plan generation when similar reuse candidates can be chosen.
...