Planning And Learning By Analogical Reasoning

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Planning And Learning By Analogical Reasoning
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Author : Manuela M. Veloso
language : en
Publisher: Springer Science & Business Media
Release Date : 1994-12-07
Planning And Learning By Analogical Reasoning written by Manuela M. Veloso and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994-12-07 with Computers categories.
This research monograph describes the integration of analogical and case-based reasoning into general problem solving and planning as a method of speedup learning. The method, based on derivational analogy, has been fully implemented in PRODIGY/ANALOGY and proven in practice to be amenable to scaling up, both in terms of domain and problem complexity. In this work, the strategy-level learning process is cast for the first time as the automation of the complete cycle of construction, storing, retrieving, and flexibly reusing problem solving experience. The algorithms involved are presented in detail and numerous examples are given. Thus the book addresses researchers as well as practitioners.
Innovative Approaches To Planning Scheduling And Control
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Author : Katia P. Sycara
language : en
Publisher: Morgan Kaufmann
Release Date : 1990
Innovative Approaches To Planning Scheduling And Control written by Katia P. Sycara and has been published by Morgan Kaufmann this book supported file pdf, txt, epub, kindle and other format this book has been release on 1990 with Computers categories.
Analogical Reasoning
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Author : D.H. Helman
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-06-29
Analogical Reasoning written by D.H. Helman and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-06-29 with Philosophy categories.
In the last few years, there has been an enormous amount of activity in the study of analogy and metaphor. This is partly because of an interest of artificial intelligence researchers in simulating learning processes using analogy. It also arises from critical examinations of standard theories in the philosophy of language, with their inbuilt literal/meta phoric distinction. This volume consists of recent previously unpub lished work in this area, with a particular emphasis upon the role of analogies in reasoning and, more generally, their role in thought and language. The papers are contributed by philosophers, computer scientists, cognitive scientists and literary critics. Researchers in these fields whose focus is the study of analogy and metaphor will find much of interest in this volume. These essays can also serve as an introduction to some of the major approaches taken in the investigation of analogy. As noted, this volume brings together the work of researchers in several different disciplines. The various approaches taken with respect to the understanding of analogy tend to be rather different, however, the articles suggest a common conclusion. Analogy and metaphor pervade thought and language; their close investigation thus constitutes a valuable contribution to our understanding of persons. DAVID H. HELMAN Case Western Reserve University vii PART I CONCEPTUAL AND CATEGORICAL THEORIES OF ANALOGICAL UNDERSTANDING MARK TURNER CATEGORIES AND ANALOGIES I want to pursue the following claims: The way we categorize helps explain the way we recognize a statement as an analogy.
Intelligent Techniques For Planning
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Author : Ioannis Vlahavas
language : en
Publisher: IGI Global
Release Date : 2005-01-01
Intelligent Techniques For Planning written by Ioannis Vlahavas and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-01-01 with Business & Economics categories.
The Intelligent Techniques for Planning presents a number of modern approaches to the area of automated planning. These approaches combine methods from classical planning such as the construction of graphs and the use of domain-independent heuristics with techniques from other areas of artificial intelligence. This book discuses, in detail, a number of state-of-the-art planning systems that utilize constraint satisfaction techniques in order to deal with time and resources, machine learning in order to utilize experience drawn from past runs, methods from knowledge systems for more expressive representation of knowledge and ideas from other areas such as Intelligent Agents. Apart from the thorough analysis and implementation details, each chapter of the book also provides extensive background information about its subject and presents and comments on similar approaches done in the past.
Arpa Rome Laboratory Knowledge Based Planning And Scheduling Initiative Workshop Proceedings Tuscon Arizona February 21 24 1994
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Author :
language : en
Publisher: Morgan Kaufmann
Release Date : 1994
Arpa Rome Laboratory Knowledge Based Planning And Scheduling Initiative Workshop Proceedings Tuscon Arizona February 21 24 1994 written by and has been published by Morgan Kaufmann this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with Expert systems (Computer science) categories.
Inductive Logic Programming
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Author : Stephen Muggleton
language : en
Publisher: Springer Science & Business Media
Release Date : 2007-07-27
Inductive Logic Programming written by Stephen Muggleton and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-07-27 with Computers categories.
This book constitutes the thoroughly refereed post-proceedings of the 16th International Conference on Inductive Logic Programming, ILP 2006, held in Santiago de Compostela, Spain, in August 2006. The papers address all current topics in inductive logic programming, ranging from theoretical and methodological issues to advanced applications.
New Directions In Ai Planning
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Author : Malik Ghallab
language : en
Publisher:
Release Date : 1996
New Directions In Ai Planning written by Malik Ghallab and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996 with Artificial intelligence categories.
Changes Of Problem Representation
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Author : Eugene Fink
language : en
Publisher: Physica
Release Date : 2013-03-20
Changes Of Problem Representation written by Eugene Fink and has been published by Physica this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-03-20 with Computers categories.
The purpose of our research is to enhance the efficiency of AI problem solvers by automating representation changes. We have developed a system that improves the description of input problems and selects an appropriate search algorithm for each given problem. Motivation. Researchers have accumulated much evidence on the impor tance of appropriate representations for the efficiency of AI systems. The same problem may be easy or difficult, depending on the way we describe it and on the search algorithm we use. Previous work on the automatic im provement of problem descriptions has mostly been limited to the design of individual learning algorithms. The user has traditionally been responsible for the choice of algorithms appropriate for a given problem. We present a system that integrates multiple description-changing and problem-solving algorithms. The purpose of the reported work is to formalize the concept of representation and to confirm the following hypothesis: An effective representation-changing system can be built from three parts: • a library of problem-solving algorithms; • a library of algorithms that improve problem descriptions; • a control module that selects algorithms for each given problem.
Ai Ia 2015 Advances In Artificial Intelligence
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Author : Marco Gavanelli
language : en
Publisher: Springer
Release Date : 2015-09-09
Ai Ia 2015 Advances In Artificial Intelligence written by Marco Gavanelli and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-09-09 with Computers categories.
This book constitutes the refereed proceedings of the 14th International Conference of the Italian Association for Artificial Intelligence, A*IA 2015, held in Ferrara, Italy, in September 2015. The 35 full papers presented were carefully reviewed and selected from 44 submissions. The papers are organized in topical sections on swarm intelligence and genetic algorithms; computer vision; multi-agents systems; knowledge representation and reasoning; machine learning; semantic Web; natural language; and scheduling, planning and robotics.
Progress In Artificial Intelligence Knowledge Extraction Multi Agent Systems Logic Programming And Constraint Solving
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Author : Pavel Brazdil
language : en
Publisher: Springer Science & Business Media
Release Date : 2001-12-05
Progress In Artificial Intelligence Knowledge Extraction Multi Agent Systems Logic Programming And Constraint Solving written by Pavel Brazdil and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001-12-05 with Computers categories.
This book constitutes the refereed proceedings of the 10th Portuguese Conference on Artificial Intelligence, EPTA 2001, held in Porto, Portugal, in December 2001. The 21 revised long papers and 18 revised short papers were carefully reviewed and selected from a total of 88 submissions. The papers are organized in topical sections on extraction of knowledge from databases, AI techniques for financial time series analysis, multi-agent systems, AI logics and logic programming, constraint satisfaction, and AI planning.