Case Based Planning
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Case Based Planning
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Author : Kristian J. Hammond
language : en
Publisher: Elsevier
Release Date : 2012-12-02
Case Based Planning written by Kristian J. Hammond and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-02 with Computers categories.
Perspectives in Artificial Intelligence, Volume 1: Case-Based Planning: Viewing Planning as a Memory Task focuses on the processes, methodologies, and techniques employed in viewing planning as a memory task. The publication first elaborates on planning and memory and learning from planning. Discussions focus on learning from cases, learning plans, learning to predict failures, case-based planning, structure of case-based planning, and learning from planning. The text then elaborates on planning from memory and planning Thematic Organization Packets (TOPs) and strategies, including TOPs in understanding and planning, TOPs and strategies, and function of memory. The manuscript takes a look at modifying and repairing plans, case-based planning, and planning and planners. Topics include CHEF as a program, case-based planning as planning and learning, noticing and explaining the failure, storing the plan, different situations for altering plans, and introduction of failure. The publication is a vital reference for researchers interested in viewing planning as a memory task.
Case Based Planning An Integrated Theory Of Planning Learning And Memory
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Author : Yale University. Dept. of Computer Science
language : en
Publisher:
Release Date : 1986
Case Based Planning An Integrated Theory Of Planning Learning And Memory written by Yale University. Dept. of Computer Science and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1986 with Expert systems (Computer science) categories.
This dissertation presents a theory of case-based planning that integrates memory oriented learning with an active planner. Case-based planning requires a machine planner that makes use of its own past experience in developing new plans. A case-based planner relies on memory instead of a base of rules. Memories of past successes are accessed and modified to create new plans. Memories of past failures are used to warn the planner of impending problems, and memories of past repairs are called upon to tell the planner how to how to deal with them. This view of planning from experience is supported by a learning system that incorporates new experiences into the planner's episodic memory. This learning algorithm gains from the planner's failures as well as its successes. Successful plans are stored in memory, indexed by the goals they satisfy and the problems they avoid. Failures are also stored, indexed by the features in the world that predict them. By storing failures as well as successes, the planner is able to anticipate and avoid future plan failures. A process of plan repair is also presented in which plan failures are diagnosed through a causal analysis of the steps and states that led to their occurrence. This causal analysis is used to access repair strategies for the general situation. These strategies are then transformed into specific alterations for the faulty plan at hand. This theory improves on past planning models in three areas: failure avoidance, plan repair and plan reuse.
Case Based Planning
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Author : Kristian J. Hammond
language : en
Publisher:
Release Date : 1990
Case Based Planning written by Kristian J. Hammond and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1990 with categories.
Systematic Adaptation For Case Based Planning
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Author : Steven Hanks
language : en
Publisher:
Release Date : 1991
Systematic Adaptation For Case Based Planning written by Steven Hanks and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1991 with Expert systems (Computer science) categories.
Abstract: "Research efforts in case-based reasoning have made advances in various problem domains, but general principles and domain- independent algorithms have been slower to emerge. We seek to explore the theoretical foundations of case-based planning, in particular to characterize the fundamental tradeoffs that govern the process of plan adaptation. To do so we view the planning process as a search through a graph of partial plans: plan generation starts at the tree's root and adds constraints, plan adaptation starts at an arbitrary place in the graph and can either add or retract constraints. This paper develops a domain- independent algorithm for case-based plan adaptation that is sound, complete, and systematic
Users Guide To Version 2 Of The Case Based Planning System
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Author :
language : en
Publisher:
Release Date : 1989
Users Guide To Version 2 Of The Case Based Planning System written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1989 with Space stations categories.
Case Based Planning
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Author : Itzhak Gilboa
language : en
Publisher:
Release Date : 1999
Case Based Planning written by Itzhak Gilboa and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999 with categories.
Case Based Reasoning
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Author : Beatriz Whiteson
language : en
Publisher: Springer Nature
Release Date : 2022-05-31
Case Based Reasoning written by Beatriz Whiteson and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-31 with Computers categories.
Case-based reasoning is a methodology with a long tradition in artificial intelligence that brings together reasoning and machine learning techniques to solve problems based on past experiences or cases. Given a problem to be solved, reasoning involves the use of methods to retrieve similar past cases in order to reuse their solution for the problem at hand. Once the problem has been solved, learning methods can be applied to improve the knowledge based on past experiences. In spite of being a broad methodology applied in industry and services, case-based reasoning has often been forgotten in both artificial intelligence and machine learning books. The aim of this book is to present a concise introduction to case-based reasoning providing the essential building blocks for the design of case-based reasoning systems, as well as to bring together the main research lines in this field to encourage students to solve current CBR challenges.
Case Based Reasoning For Tactical Planning
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Author :
language : en
Publisher:
Release Date : 1991
Case Based Reasoning For Tactical Planning written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1991 with categories.
Over the course of the three year contract on CBR, Cognitive has focused on designing and building a commercial-quality Case-Based Reasoning shell. They have addressed issues in the methodology for building case-based applications, appropriate and useful interfaces and functionality for representing, indexing, retrieving, and adapting cases, and have proven the usefulness of the technology by constructing specific applications and comparing their performance to corresponding applications built with other techniques.
Introspective Learning For Case Based Planning
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Author : Susan Eileen Fox
language : en
Publisher:
Release Date : 1995
Introspective Learning For Case Based Planning written by Susan Eileen Fox and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995 with Expert systems (Computer science) categories.
Run Time Planning Of Case Based Business Processes
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Author : Danillo Sprovieri
language : en
Publisher:
Release Date : 2015
Run Time Planning Of Case Based Business Processes written by Danillo Sprovieri and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015 with categories.