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Successful Case-based Reasoning Applications

Successful Case-based Reasoning Applications
Author: Stefania Montani
Publisher: Springer Science & Business Media
Total Pages: 227
Release: 2010-08-11
Genre: Computers
ISBN: 3642140777

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Case-based reasoning (CBR) is an Artificial Intelligence (AI) technique to support the capability of reasoning and learning in advanced decision support systems. CBR exploits the specific knowledge collected on previously encountered and solved situations, which are known as cases. In this book, we have collected a selection of papers on very recent CBR applications. These, after an in-depth analysis of their specific application domain needs, propose proper methodological solutions and give encouraging evaluation results, which have in some cases led to the commercialization step. The collected contributions demonstrate the capability of CBR to solve or handle issues which would be too difficult to manage with other classical AI methods and techniques, such as rules or models. The heterogeneity of the involved application domains indicates the flexibility of CBR, and its applicability in all those fields where experiential knowledge is (readily) available.


Successful Case-based Reasoning Applications-2

Successful Case-based Reasoning Applications-2
Author: Stefania Montani
Publisher: Springer
Total Pages: 166
Release: 2013-09-03
Genre: Technology & Engineering
ISBN: 3642387365

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Case-based reasoning paradigms offer automatic reasoning capabilities which are useful for the implementation of human like machines in a limited sense. This research book is the second volume in a series devoted to presenting Case-based reasoning (CBR) applications. The first volume, published in 2010, testified the flexibility of CBR, and its applicability in all those fields where experiential knowledge is available. This second volume further witnesses the heterogeneity of the domains in which CBR can be exploited, but also reveals some common directions that are clearly emerging in recent years. This book will prove useful to the application engineers, scientists, professors and students who wish to develop successful case-based reasoning applications.


Successful Case-based Reasoning Applications

Successful Case-based Reasoning Applications
Author: Stefania Montani
Publisher:
Total Pages:
Release: 2010
Genre:
ISBN: 9783642140792

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Case-based reasoning offers tremendous advantages over other AI based techniques in all those fields where experiential knowledge is readily available. This research book presents a sample of successful applications of case-based reasoning. The contributions include: • Introduction to case-based reasoning • Case-based reasoning for medical and industrial support systems • Industrial knowledge management applications • Decision making in small and medium enterprises • Heterogeneity in ontological CBR systems • The adaptation problem in medical case-based reasoning systems • Prototype-based classification in unbalanced biomedical problems • Case-based ranking for environmental risk assessment • Recipe advisor and menu creator The book is directed to the application engineers, scientists, professors and students who wish to develop successful case-based reasoning applications.


Successful Case-based Reasoning Applications

Successful Case-based Reasoning Applications
Author: Stefania Montani
Publisher: Springer
Total Pages: 227
Release: 2010-09-07
Genre: Technology & Engineering
ISBN: 3642140785

Download Successful Case-based Reasoning Applications Book in PDF, ePub and Kindle

Case-based reasoning (CBR) is an Artificial Intelligence (AI) technique to support the capability of reasoning and learning in advanced decision support systems. CBR exploits the specific knowledge collected on previously encountered and solved situations, which are known as cases. In this book, we have collected a selection of papers on very recent CBR applications. These, after an in-depth analysis of their specific application domain needs, propose proper methodological solutions and give encouraging evaluation results, which have in some cases led to the commercialization step. The collected contributions demonstrate the capability of CBR to solve or handle issues which would be too difficult to manage with other classical AI methods and techniques, such as rules or models. The heterogeneity of the involved application domains indicates the flexibility of CBR, and its applicability in all those fields where experiential knowledge is (readily) available.


Case-Based Reasoning

Case-Based Reasoning
Author: Michael M. Richter
Publisher: Springer Science & Business Media
Total Pages: 550
Release: 2013-10-31
Genre: Computers
ISBN: 3642401678

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This book presents case-based reasoning in a systematic approach with two goals: to present rigorous and formally valid structures for precise case-based reasoning, and to demonstrate the range of techniques, methods, and tools available for many applications.


Developing Industrial Case-Based Reasoning Applications

Developing Industrial Case-Based Reasoning Applications
Author: Ralph Bergmann
Publisher: Springer
Total Pages: 238
Release: 2003-12-22
Genre: Computers
ISBN: 3540409947

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In just few years, case-based reasoning has evolved from a research topic studied at a small number of specialized academic labs into an industrial-strength technology applied in various fields. The INRECA methodology presented in detail in this monograph provides a data analysis framework for developing case-based reasoning solutions for successful applications in real-world industrial contexts. The book is divided into parts on: - smarter business with case-based decision support; - developing case-based applications using the INRECA methodology; and - using the methodology in various application domains. The book provides a self-contained introduction to case-based reasoning applications that address both R&D professionals and general IT managers interested in this powerful new technology. In this second edition, improvements and updates have been incorporated throughout the text. Particularly useful is the systematic coverage of experience factory applications at various steps; and, of course, the references have been extended substantially.


Applying Case-Based Reasoning

Applying Case-Based Reasoning
Author: Ian Watson
Publisher: Morgan Kaufmann
Total Pages: 318
Release: 1997-07
Genre: Computers
ISBN:

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This book explains the principles of CBR by describing its origin and contrasting it with familiar information disciplines such as traditional data processing, logic programming, rule-based expert systems, and object-oriented programming. Through case studies and step-by-step examples, this book shows programmers and software managers how to design and implement a reliable, robust CBR system in a real-world environment.


Successful Case-based Reasoning Applications-2

Successful Case-based Reasoning Applications-2
Author: Stefania Montani
Publisher: Springer
Total Pages: 162
Release: 2013-11-27
Genre: Computers
ISBN: 9783642387371

Download Successful Case-based Reasoning Applications-2 Book in PDF, ePub and Kindle

Case-based reasoning paradigms offer automatic reasoning capabilities which are useful for the implementation of human like machines in a limited sense. This research book is the second volume in a series devoted to presenting Case-based reasoning (CBR) applications. The first volume, published in 2010, testified the flexibility of CBR, and its applicability in all those fields where experiential knowledge is available. This second volume further witnesses the heterogeneity of the domains in which CBR can be exploited, but also reveals some common directions that are clearly emerging in recent years. This book will prove useful to the application engineers, scientists, professors and students who wish to develop successful case-based reasoning applications.


Soft Computing in Case Based Reasoning

Soft Computing in Case Based Reasoning
Author: Sankar Kumar Pal
Publisher: Springer Science & Business Media
Total Pages: 380
Release: 2012-12-06
Genre: Computers
ISBN: 1447106873

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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

Case-Based Reasoning Research and Development
Author: Michael T. Cox
Publisher: Springer
Total Pages: 628
Release: 2018-10-08
Genre: Computers
ISBN: 3030010813

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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.