Issues And Applications Of Case Based Reasoning To Design

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Issues and Applications of Case-Based Reasoning to Design

Author : Mary Lou Maher,Pearl Pu
Publisher : Psychology Press
Page : 355 pages
File Size : 42,8 Mb
Release : 2014-02-25
Category : Psychology
ISBN : 9781317778912

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Issues and Applications of Case-Based Reasoning to Design by Mary Lou Maher,Pearl Pu Pdf

Design is believed to be one of the most interesting and challenging problem-solving activities ever facing artificial intelligence (AI) researchers. Knowledge-based systems using rule-based and model-based reasoning techniques have been applied to build design automation and/or design decision support systems. Although such systems have met with some success, difficulties have been encountered in terms of formalizing such generalized design experiences as rules, logic, and domain models. Recently, researchers have been exploring the idea of using case-based reasoning (CBR) techniques to complement or replace other approaches to design support. CBR can be considered as an alternative to paradigms such as rule-based and model-based reasoning. Rule-based expert systems capture knowledge in the form of if-then rules which are usually identified by a domain expert. Model-based reasoning aims at formulating knowledge in the form of principles to cover the various aspects of a problem domain. These principles, which are more general than if-then rules, comprise a model which an expert system may use to solve problems. Model-based reasoning (MBR) is sometimes called reasoning from first principles. Instead of generalizing knowledge into rules or models, CBR is an experience-based method. Thus, specific cases, corresponding to prior problem-solving experiences, comprise the main knowledge sources in a CBR system. This volume includes a collection of chapters that describe specific projects in which case-based reasoning is the focus for the representation and reasoning in a particular design domain. The chapters provide a broad spectrum of applications and issues in applying and extending the concept of CBR to design. Each chapter provides its own introduction to CBR concepts and principles.

Issues and Applications of Case-based Reasoning in Design

Author : Mary Lou Maher,Pearl Pu
Publisher : Psychology Press
Page : 342 pages
File Size : 40,7 Mb
Release : 1997
Category : Computers
ISBN : 0805823131

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Issues and Applications of Case-based Reasoning in Design by Mary Lou Maher,Pearl Pu Pdf

In this book we have created a significant case library for those considering developing case-based reasoning systems for design. The case library is descriptive rather than formal, as is typical of case-based design systems in a domain where there is little formal knowledge. However, as an informal description of experiences in developing case-based design systems, this book provides a broad range of experiences.

Case-Based Reasoning in Design

Author : Mary Lou Maher,M. Bala Balachandran,Dong Mei Zhang
Publisher : Psychology Press
Page : 261 pages
File Size : 52,5 Mb
Release : 2014-02-25
Category : Psychology
ISBN : 9781317779759

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Case-Based Reasoning in Design by Mary Lou Maher,M. Bala Balachandran,Dong Mei Zhang Pdf

Case-based reasoning in design is becoming an important approach to computer-support for design as well as an important component in understanding the design process. Design has become a major focus for problem solving paradigms due to its complexity and open-ended nature. This book presents a clear description of how case-based reasoning can be applied to design problems, including the representation of design cases, indexing and retrieving design cases, and the range of paradigms for adapting design cases. With a focus on design, this book differs from others that provide a generalist view of case-based reasoning. This volume provides two important contributions to the area: * a general description of the issues and alternatives in applying case-based reasoning to design, and * a description of specific implementations of case-based design. Through this combination, the reader will learn about both the general issues and the practical problems in supporting design through case-based reasoning. This book was prepared to fill a gap in the literature on the unique problems that design introduces to computational paradigms developed in computer science. It also addresses the needs of computational support for design problem solving from both theoretical and practical perspectives.

Issues and Applications of Case-Based Reasoning to Design

Author : Mary Lou Maher,Pearl Pu
Publisher : Psychology Press
Page : 382 pages
File Size : 47,5 Mb
Release : 2014-02-25
Category : Psychology
ISBN : 9781317778905

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Issues and Applications of Case-Based Reasoning to Design by Mary Lou Maher,Pearl Pu Pdf

Design is believed to be one of the most interesting and challenging problem-solving activities ever facing artificial intelligence (AI) researchers. Knowledge-based systems using rule-based and model-based reasoning techniques have been applied to build design automation and/or design decision support systems. Although such systems have met with some success, difficulties have been encountered in terms of formalizing such generalized design experiences as rules, logic, and domain models. Recently, researchers have been exploring the idea of using case-based reasoning (CBR) techniques to complement or replace other approaches to design support. CBR can be considered as an alternative to paradigms such as rule-based and model-based reasoning. Rule-based expert systems capture knowledge in the form of if-then rules which are usually identified by a domain expert. Model-based reasoning aims at formulating knowledge in the form of principles to cover the various aspects of a problem domain. These principles, which are more general than if-then rules, comprise a model which an expert system may use to solve problems. Model-based reasoning (MBR) is sometimes called reasoning from first principles. Instead of generalizing knowledge into rules or models, CBR is an experience-based method. Thus, specific cases, corresponding to prior problem-solving experiences, comprise the main knowledge sources in a CBR system. This volume includes a collection of chapters that describe specific projects in which case-based reasoning is the focus for the representation and reasoning in a particular design domain. The chapters provide a broad spectrum of applications and issues in applying and extending the concept of CBR to design. Each chapter provides its own introduction to CBR concepts and principles.

Case-Based Reasoning in Design

Author : Mary Lou Maher,M. Bala Balachandran,Dong Mei Zhang
Publisher : Psychology Press
Page : 268 pages
File Size : 44,9 Mb
Release : 2014-02-25
Category : Psychology
ISBN : 9781317779742

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Case-Based Reasoning in Design by Mary Lou Maher,M. Bala Balachandran,Dong Mei Zhang Pdf

Case-based reasoning in design is becoming an important approach to computer-support for design as well as an important component in understanding the design process. Design has become a major focus for problem solving paradigms due to its complexity and open-ended nature. This book presents a clear description of how case-based reasoning can be applied to design problems, including the representation of design cases, indexing and retrieving design cases, and the range of paradigms for adapting design cases. With a focus on design, this book differs from others that provide a generalist view of case-based reasoning. This volume provides two important contributions to the area: * a general description of the issues and alternatives in applying case-based reasoning to design, and * a description of specific implementations of case-based design. Through this combination, the reader will learn about both the general issues and the practical problems in supporting design through case-based reasoning. This book was prepared to fill a gap in the literature on the unique problems that design introduces to computational paradigms developed in computer science. It also addresses the needs of computational support for design problem solving from both theoretical and practical perspectives.

Case-Based Reasoning Research and Development

Author : Kevin D. Ashley,Derek Bridge
Publisher : Springer
Page : 734 pages
File Size : 45,8 Mb
Release : 2003-08-03
Category : Computers
ISBN : 9783540450061

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Case-Based Reasoning Research and Development by Kevin D. Ashley,Derek Bridge Pdf

The refereed proceedings of the 5th International Conference on Case-Based Reasoning, ICCBR 2003, held in Trondheim, Norway, in June 2003. The 51 revised full papers presented were carefully reviewed and selected from 92 submissions. All current aspects of CBR are addressed including case representation, similarity retrieval, adaptation, case library maintenance, multi-agent collaborative systems, data mining, soft computing, recommender systems, knowledge management, legal reasoning, software reuse, and music.

Case-Based Reasoning Research and Development

Author : Hector Munoz-Avila,Francesco Ricci
Publisher : Springer
Page : 656 pages
File Size : 41,7 Mb
Release : 2005-09-07
Category : Computers
ISBN : 9783540318552

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Case-Based Reasoning Research and Development by Hector Munoz-Avila,Francesco Ricci Pdf

The conference took place during August 23–26, 2005 at the downtown campus of DePaul University, in the heart of Chicago’s downtown

Soft Computing in Case Based Reasoning

Author : Sankar Kumar Pal,Tharam S. Dillon,Daniel S. Yeung
Publisher : Springer Science & Business Media
Page : 380 pages
File Size : 46,8 Mb
Release : 2012-12-06
Category : Computers
ISBN : 9781447106876

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Soft Computing in Case Based Reasoning by Sankar Kumar Pal,Tharam S. Dillon,Daniel S. Yeung Pdf

This text demonstrates how various soft computing tools can be applied to design and develop methodologies and systems with case based reasoning, that is, for real-life decision-making or recognition problems. Comprising contributions from experts, it introduces the basic concepts and theories, and includes many reports on real-life applications. This book is of interest to graduate students and researchers in computer science, electrical engineering and information technology, as well as researchers and practitioners from the fields of systems design, pattern recognition and data mining.

Case-Based Reasoning Research and Development

Author : Michael T. Cox,Peter Funk,Shahina Begum
Publisher : Springer
Page : 628 pages
File Size : 45,5 Mb
Release : 2018-10-08
Category : Computers
ISBN : 9783030010812

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Case-Based Reasoning Research and Development by Michael T. Cox,Peter Funk,Shahina Begum Pdf

This book constitutes the refereed proceedings of the 26th International Conference on Case-Based Reasoning Research and Development, ICCBR 2018, held in Stockholm, Sweden, in July 2018. The 39 full papers presented in this book were carefully reviewed and selected from 77 submissions. The theme of ICCBR-2017, "The Future of CBR", was highlighted by several activities. These papers, which are included in the proceedings, address many themes related to the theory and application of case-based reasoning and its future direction. Topics included multiple papers on textual CBR and a number of cognitive and human oriented papers as well as hybrid research between CBR and machine learning.

Knowledge-Based Systems, Four-Volume Set

Author : Cornelius T. Leondes
Publisher : Elsevier
Page : 1449 pages
File Size : 41,7 Mb
Release : 2000-07-11
Category : Computers
ISBN : 9780080535289

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Knowledge-Based Systems, Four-Volume Set by Cornelius T. Leondes Pdf

The design of knowledge systems is finding myriad applications from corporate databases to general decision support in areas as diverse as engineering, manufacturing and other industrial processes, medicine, business, and economics. In engineering, for example, knowledge bases can be utilized for reliable electric power system operation. In medicine they support complex diagnoses, while in business they inform the process of strategic planning. Programmed securities trading and the defeat of chess champion Kasparov by IBM's Big Blue are two familiar examples of dedicated knowledge bases in combination with an expert system for decision-making. With volumes covering "Implementation," "Optimization," "Computer Techniques," and "Systems and Applications," this comprehensive set constitutes a unique reference source for students, practitioners, and researchers in computer science, engineering, and the broad range of applications areas for knowledge-based systems.

Case-Based Reasoning Technology

Author : Mario Lenz,Brigitte Bartsch-Spörl,Hans-Dieter Burkhard,Stefan Wess
Publisher : Springer
Page : 405 pages
File Size : 44,5 Mb
Release : 2003-05-20
Category : Computers
ISBN : 9783540693512

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Case-Based Reasoning Technology by Mario Lenz,Brigitte Bartsch-Spörl,Hans-Dieter Burkhard,Stefan Wess Pdf

This state-of-the-art survey presents a coherent summary of research and development in case-based reasoning (CBR) undertaken in Germany in recent years. The book opens with a general introduction to CBR presenting the basic ideas and concepts, setting the terminology, and looking at CBR from some new points of view. The main part of the book, consisting of nine chapters, is devoted to detailed presentations of CBR applications successfully performed in various areas. Among these application areas are decision and sales support, text processing, adaptation, planning, design, software engineering, tutoring systems, and medicine. The remaining chapters present areas related to CBR as well as a glossary, a subject index and bibliography.

Case-Based Reasoning Research and Development

Author : Klaus-Dieter Althoff,Ralph Bergmann,L. Karl Branting
Publisher : Springer
Page : 604 pages
File Size : 45,8 Mb
Release : 2003-07-31
Category : Computers
ISBN : 9783540485087

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Case-Based Reasoning Research and Development by Klaus-Dieter Althoff,Ralph Bergmann,L. Karl Branting Pdf

The biennial International Conference on Case-Based Reasoning (ICCBR) - ries, which began in Sesimbra, Portugal, in 1995, was intended to provide an international forum for the best fundamental and applied research in case-based reasoning (CBR). It was hoped that such a forum would encourage the g- wth and rigor of the eld and overcome the previous tendency toward isolated national CBR communities. The foresight of the original ICCBR organizers has been rewarded by the growth of a vigorous and cosmopolitan CBR community. CBR is now widely recognized as a powerful and important computational technique for a wide range of practical applications. By promoting an exchange of ideas among CBR researchers from across the globe, the ICCBR series has facilitated the broader acceptance and use of CBR. ICCBR-99 has continued this tradition by attracting high-quality research and applications papers from around the world. Researchers from 21 countries submitted 80 papers to ICCBR-99. From these submissions, 17 papers were selected for long oral presentation, 7 were accepted for short oral presentation, and 19 papers were accepted as posters. This volume sets forth these 43 papers, which contain both mature work and innovative new ideas.

Artificial Intelligence in Design ’00

Author : Asko Riitahuhta
Publisher : Springer Science & Business Media
Page : 736 pages
File Size : 51,8 Mb
Release : 2000-05-31
Category : Computers
ISBN : 0792363531

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Artificial Intelligence in Design ’00 by Asko Riitahuhta Pdf

Designing is one of the foundations for change in our society. It is a fundamental precursor to manufacturing, fabrication and construction. Design research aims to develop an understanding of designing and to produce models of designing that can be used to aid designing. The papers in this volume are from the Sixth International Conference on Artificial Intelligence in Design (AID'00) held in June 2000, in Worcester, Massachusetts, USA. They represent the state of the art and the cutting edge of research and development in this field, and demonstrate both the depth and breadth of the artificial intelligence paradigm in design. They point the way for the development of advanced computer-based tools to aid designers, and describe advances in both theory and application. This volume will be of particular interest to researchers, developers, and users of advanced computer systems in design.

Case-Based Reasoning

Author : Beatriz López
Publisher : Morgan & Claypool Publishers
Page : 105 pages
File Size : 41,9 Mb
Release : 2013-04-01
Category : Computers
ISBN : 9781627050081

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Case-Based Reasoning by Beatriz López Pdf

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.

Industrial and Engineering Applications of Artificial Intelligence and Expert Systems

Author : Graham F. Forsyth,Moonis Ali
Publisher : CRC Press
Page : 888 pages
File Size : 41,7 Mb
Release : 1995-08-08
Category : Computers
ISBN : 2884491988

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Industrial and Engineering Applications of Artificial Intelligence and Expert Systems by Graham F. Forsyth,Moonis Ali Pdf

In the areas of industry and engineering, AI techniques have become the norm in sectors including computer-aided design, intelligent manufacturing, and control. Papers in this volume represent work by both computer scientists and engineers separately and together. They directly and indirectly represent a real collaboration between computer science and engineering, covering a wide variety of fields related to intelligent systems technology ranging from neural networks, knowledge acquisition and representation, automated scheduling, machine learning, multimedia, genetic algorithms, fuzzy logic, robotics, automated reasoning, heuristic searching, automated problem solving, temporal, spatial and model-based reasoning, clustering, blackboard architectures, automated design, pattern recognition and image processing, automated planning, speech recognition, simulated annealing, and intelligent tutoring, as well as various computer applications of intelligent systems including financial analysis, artificial