Lakhmi C Jain's Books

Fuzzy Sets & their Application to Clustering & Training

By: Beatrice Lazzerini,Lakhmi C. Jain,D. Dumitrescu

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Fuzzy Sets & their Application to Clustering & Training

By: Beatrice Lazzerini,Lakhmi C. Jain,D. Dumitrescu

Fuzzy set theory - and its underlying fuzzy logic - represents one of the most significant scientific and cultural paradigms to emerge in the last half-century. Its theoretical and technological promise is vast, and we are only beginning to experience its potential. Clustering is the first and most basic application of fuzzy set theory, but forms t

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667

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CRC Press

Published Date

ISBN 10

1482273977

ISBN 13

9781482273977

Radial Basis Function Networks 2

New Advances in Design

By: Robert J. Howlett,Lakhmi C. Jain

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Radial Basis Function Networks 2

New Advances in Design

By: Robert J. Howlett,Lakhmi C. Jain

The Radial Basis Function (RBF) neural network has gained in popularity over recent years because of its rapid training and its desirable properties in classification and functional approximation applications. RBF network research has focused on enhanced training algorithms and variations on the basic architecture to improve the performance of the network. In addition, the RBF network is proving to be a valuable tool in a diverse range of application areas, for example, robotics, biomedical engineering, and the financial sector. The two volumes provide a comprehensive survey of the latest developments in this area. Volume 2 contains a wide range of applications in the laboratory and case studies describing current industrial use. Both volumes will prove extremely useful to practitioners in the field, engineers, reserachers, students and technically accomplished managers.

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392

Publisher

Springer Science & Business Media

Published Date

ISBN 10

3790813680

ISBN 13

9783790813685

New Learning Paradigms in Soft Computing

By: Lakhmi C. Jain,Janusz Kacprzyk

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New Learning Paradigms in Soft Computing

By: Lakhmi C. Jain,Janusz Kacprzyk

Learning is a key issue in the analysis and design of all kinds of intelligent systems. In recent time many new paradigms of automated (machine) learning have been proposed in the literature. Soft computing, that has proved to be an effective and efficient tool in so many areas of science and technology, seems to offer new qualities in the realm of machine learning too. The purpose of this volume is to present some new learning paradigms that have been triggered, or at least strongly influenced by soft computing tools and techniques, mainly related to neural networks, fuzzy logic, rough sets, and evolutionary computations.

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477

Publisher

Physica

Published Date

ISBN 10

3790818038

ISBN 13

9783790818031

Fuzzy Learning and Applications

By: Marco Russo,Lakhmi C. Jain

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Fuzzy Learning and Applications

By: Marco Russo,Lakhmi C. Jain

With low computational complexity and relatively short development time, Fuzzy Logic is an indispensable tool for engineering applications. The field is growing at an unprecedented rate, and there is a need for a book that describes essential tools, applications, examples, and perspectives in the field of fuzzy learning. The editors of Fuzzy Learning and Applications fill this need, providing an essential book for researchers, scientists, and engineers alike. Organized into four parts, this book starts with the simplest learning method and gradually arrives at the most complex. First, it summarizes all the symbols and formulae used in the succeeding chapters and presents a historical overview of fuzzy learning. Next, it deals with current techniques, ranging from deterministic to hybrid methods. It then illustrates the enormous number of possibilities offered by fuzzy learning. Finally, it covers hardware dedicated to fuzzy learning, from digital to analog designs and implementations. With Fuzzy Learning and Applications, readers will discover the enormous possibilities fuzzy learning offers.

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408

Publisher

CRC Press

Published Date

ISBN 10

0849322693

ISBN 13

9780849322693

Multiagent Systems and Applications

Volume 2: Development Using the GORITE BDI Framework

By: Dennis Jarvis,Jacqueline Jarvis,Ralph Ronnquist,Lakhmi C. Jain

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Multiagent Systems and Applications

Volume 2: Development Using the GORITE BDI Framework

By: Dennis Jarvis,Jacqueline Jarvis,Ralph Ronnquist,Lakhmi C. Jain

Since its conception almost 30 years ago, the BDI (Belief Desire Intention) model of agency has become established, along with Soar, as the approach of choice for practitioners in the development of knowledge intensive agent applications. However, in developing BDI agent applications for over 15 years, the authors of this book have observed a disconnect between what the BDI model provides and what is actually required of an agent model in order to build practical systems. The GORITE BDI framework was developed to address this gap and this book is written for students, researchers and practitioners who wish to gain a practical understanding of how GORITE is used to develop BDI agent applications. In this regard, a feature of the book is the use of complete, annotated examples. As GORITE is a Java framework, a familiarity with Java (or a similar language) is assumed, but no prior knowledge of the BDI model is required.

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184

Publisher

Springer Science & Business Media

Published Date

ISBN 10

3642333206

ISBN 13

9783642333200

Fuzzy and Neuro-Fuzzy Systems in Medicine

By: Horia-Nicolai L Teodorescu,Abraham Kandel,Lakhmi C. Jain

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Fuzzy and Neuro-Fuzzy Systems in Medicine

By: Horia-Nicolai L Teodorescu,Abraham Kandel,Lakhmi C. Jain

Fuzzy and Neuro-Fuzzy Systems in Medicineprovides a thorough review of state-of-the-art techniques and practices, defines and explains relevant problems, as well as provides solutions to these problems. After an introduction, the book progresses from one topic to another - with a linear development from fundamentals to applications.

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Page Count

428

Publisher

CRC Press

Published Date

ISBN 10

1351364529

ISBN 13

9781351364522

Handbook on Decision Making

Vol 2: Risk Management in Decision Making

By: Jie Lu,Lakhmi C Jain,Guangquan Zhang

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Handbook on Decision Making

Vol 2: Risk Management in Decision Making

By: Jie Lu,Lakhmi C Jain,Guangquan Zhang

This book presents innovative theories, methodologies, and techniques in the field of risk management and decision making. It introduces new research developments and provides a comprehensive image of their potential applications to readers interested in the area. The collection includes: computational intelligence applications in decision making, multi-criteria decision making under risk, risk modelling,forecasting and evaluation, public security and community safety, risk management in supply chain and other business decision making, political risk management and disaster response systems. The book is directed to academic and applied researchers working on risk management, decision making, and management information systems.

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457

Publisher

Springer Science & Business Media

Published Date

ISBN 10

3642257550

ISBN 13

9783642257551

Complex Networks in Software, Knowledge, and Social Systems

By: Miloš Savić,Mirjana Ivanović,Lakhmi C. Jain

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Complex Networks in Software, Knowledge, and Social Systems

By: Miloš Savić,Mirjana Ivanović,Lakhmi C. Jain

This book provides a comprehensive review of complex networks from three different domains, presents novel methods for analyzing them, and highlights applications with accompanying case studies. Special emphasis is placed on three specific kinds of complex networks of high technological and scientific importance: software networks extracted from the source code of computer programs, ontology networks describing semantic web ontologies, and co-authorship networks reflecting collaboration in science. The book is primarily intended for researchers, teachers and students interested in complex networks and network data analysis. However, it will also be valuable for researchers dealing with software engineering, ontology engineering and scientometrics, as it demonstrates how complex network analysis can be used to address important research issues in these three disciplines.

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Page Count

331

Publisher

Springer

Published Date

ISBN 10

3319911961

ISBN 13

9783319911960

Innovative Teaching and Learning

Knowledge-Based Paradigms

By: Professor Lakhmi C. Jain

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Innovative Teaching and Learning

Knowledge-Based Paradigms

By: Professor Lakhmi C. Jain

Presented are innovative teaching and learning techniques for the teaching of knowledge-based paradigms. The main knowledge-based intelligent paradigms are expert systems, artificial neural networks, fuzzy systems and evolutionary computing. Expert systems are designed to mimic the performance of biological systems. Artificial neural networks can mimic the biological information processing mechanism in a very limited sense. Evolutionary computing algorithms are used for optimization applications, and fuzzy logic provides a basis for representing uncertain and imprecise knowledge.

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Page Count

343

Publisher

Physica

Published Date

ISBN 10

3790818682

ISBN 13

9783790818680

Embedded Automation in Human-Agent Environment

By: Jeff Tweedale,Lakhmi C. Jain

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Embedded Automation in Human-Agent Environment

By: Jeff Tweedale,Lakhmi C. Jain

This research book proposes a general conceptual framework for the development of automation in human-agents environments that will allow human- agent teams to work effectively and efficiently. We examine various schemes to implement artificial intelligence techniques in agents. The text is directed to the scientists, application engineers, professors and students of all disciplines, interested in the agency methodology and applications.

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223

Publisher

Springer Science & Business Media

Published Date

ISBN 10

3642226760

ISBN 13

9783642226762

Evolutionary Computation

By: D. Dumitrescu,Beatrice Lazzerini,Lakhmi C. Jain,A. Dumitrescu

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Evolutionary Computation

By: D. Dumitrescu,Beatrice Lazzerini,Lakhmi C. Jain,A. Dumitrescu

Rapid advances in evolutionary computation have opened up a world of applications-a world rapidly growing and evolving. Decision making, neural networks, pattern recognition, complex optimization/search tasks, scheduling, control, automated programming, and cellular automata applications all rely on evolutionary computation. Evolutionary Computation presents the basic principles of evolutionary computing: genetic algorithms, evolution strategies, evolutionary programming, genetic programming, learning classifier systems, population models, and applications. It includes detailed coverage of binary and real encoding, including selection, crossover, and mutation, and discusses the (m+l) and (m,l) evolution strategy principles. The focus then shifts to applications: decision strategy selection, training and design of neural networks, several approaches to pattern recognition, cellular automata, applications of genetic programming, and more.

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424

Publisher

CRC Press

Published Date

ISBN 10

0849305888

ISBN 13

9780849305887

Handbook on Advances in Remote Sensing and Geographic Information Systems

Paradigms and Applications in Forest Landscape Modeling

By: Margarita N. Favorskaya,Lakhmi C. Jain

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Handbook on Advances in Remote Sensing and Geographic Information Systems

Paradigms and Applications in Forest Landscape Modeling

By: Margarita N. Favorskaya,Lakhmi C. Jain

This book presents the latest advances in remote-sensing and geographic information systems and applications. It is divided into four parts, focusing on Airborne Light Detection and Ranging (LiDAR) and Optical Measurements of Forests; Individual Tree Modelling; Landscape Scene Modelling; and Forest Eco-system Modelling. Given the scope of its coverage, the book offers a valuable resource for students, researchers, practitioners, and educators interested in remote sensing and geographic information systems and applications.

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424

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Springer

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ISBN 10

3319523082

ISBN 13

9783319523088

E-Learning Systems

Intelligent Techniques for Personalization

By: Aleksandra Klašnja-Milićević,Boban Vesin,Mirjana Ivanović,Zoran Budimac,Lakhmi C. Jain

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E-Learning Systems

Intelligent Techniques for Personalization

By: Aleksandra Klašnja-Milićević,Boban Vesin,Mirjana Ivanović,Zoran Budimac,Lakhmi C. Jain

This monograph provides a comprehensive research review of intelligent techniques for personalisation of e-learning systems. Special emphasis is given to intelligent tutoring systems as a particular class of e-learning systems, which support and improve the learning and teaching of domain-specific knowledge. A new approach to perform effective personalization based on Semantic web technologies achieved in a tutoring system is presented. This approach incorporates a recommender system based on collaborative tagging techniques that adapts to the interests and level of students' knowledge. These innovations are important contributions of this monograph. Theoretical models and techniques are illustrated on a real personalised tutoring system for teaching Java programming language. The monograph is directed to, students and researchers interested in the e-learning and personalization techniques.

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305

Publisher

Springer

Published Date

ISBN 10

3319411632

ISBN 13

9783319411637

Knowledge-Based Intelligent Techniques in Industry

By: Lakhmi C. Jain,R.P. Johnson,Yoshiyasu Takefuji,Lofti A. Zadeh

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Knowledge-Based Intelligent Techniques in Industry

By: Lakhmi C. Jain,R.P. Johnson,Yoshiyasu Takefuji,Lofti A. Zadeh

The successful development and deployment of expert system tools spurred the initial momentum in developing and using intelligent techniques in industry. The brittleness of expert systems and the enormous effort involved in the development and maintenance of knowledge bases prompted researchers to seek friendlier approaches. Neural networks, fuzzy logic, and evolutionary computing tools added a new dimension to the quest for more intelligent tools to supplement the capabilities of expert systems. In one volume, Knowledge-Based Intelligent Techniques in Industry comprehensively brings together the more important developments in the use of intelligent techniques in solving industrial problems. The book's primary readership includes electrical engineers in industry as well as researchers working in computational intelligence research labs - outlining state-of-the-art techniques and cost-effective solutions. Knowledge-Based Intelligent Techniques in Industry singularly reflects the increasing study of computational intelligence techniques for designing and monitoring complex, less predictable electrical or mechanical systems.

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Page Count

350

Publisher

CRC Press

Published Date

ISBN 10

0849398037

ISBN 13

9780849398032

Knowledge-Based Intelligent Information and Engineering Systems

10th International Conference, KES 2006, Bournemouth, UK, October 9-11 2006, Proceedings, Part I

By: Bogdan Gabrys

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Knowledge-Based Intelligent Information and Engineering Systems

10th International Conference, KES 2006, Bournemouth, UK, October 9-11 2006, Proceedings, Part I

By: Bogdan Gabrys

The three volume set LNAI 4251, LNAI 4252, and LNAI 4253 constitutes the refereed proceedings of the 10th International Conference on Knowledge-Based Intelligent Information and Engineering Systems, KES 2006, held in Bournemouth, UK in October 2006. The 480 revised papers presented were carefully reviewed and selected from about 1400 submissions. The papers present a wealth of original research results from the field of intelligent information processing.

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1360

Publisher

Springer

Published Date

ISBN 10

3540465367

ISBN 13

9783540465362

Emerging Paradigms in Machine Learning

By: Sheela Ramanna,Lakhmi C Jain,Robert J. Howlett

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Emerging Paradigms in Machine Learning

By: Sheela Ramanna,Lakhmi C Jain,Robert J. Howlett

This book presents fundamental topics and algorithms that form the core of machine learning (ML) research, as well as emerging paradigms in intelligent system design. The multidisciplinary nature of machine learning makes it a very fascinating and popular area for research. The book is aiming at students, practitioners and researchers and captures the diversity and richness of the field of machine learning and intelligent systems. Several chapters are devoted to computational learning models such as granular computing, rough sets and fuzzy sets An account of applications of well-known learning methods in biometrics, computational stylistics, multi-agent systems, spam classification including an extremely well-written survey on Bayesian networks shed light on the strengths and weaknesses of the methods. Practical studies yielding insight into challenging problems such as learning from incomplete and imbalanced data, pattern recognition of stochastic episodic events and on-line mining of non-stationary data streams are a key part of this book.

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507

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Springer Science & Business Media

Published Date

ISBN 10

3642286992

ISBN 13

9783642286995

Knowledge Processing and Decision Making in Agent-Based Systems

By: Lakhmi C. Jain,Ngoc Thanh Nguyen

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Knowledge Processing and Decision Making in Agent-Based Systems

By: Lakhmi C. Jain,Ngoc Thanh Nguyen

Knowledge processing and decision making in agent-based systems constitute the key components of intelligent machines. The contributions included in the book are: Innovations in Knowledge Processing and Decision Making in Agent-Based Systems Towards Real-World HTN Planning Agents Mobile Agent-Based System for Distributed Software Maintenance Software Agents in New Generation Networks: Towards the Automation of Telecom Processes Multi-agent Systems and Paraconsistent Knowledge An Agent-based Negotiation Platform for Collaborative Decision-Making in Construction Supply Chain An Event-Driven Algorithm for Agents at the Web A Generic Mobile Agent Framework Toward Ambient Intelligence Developing Actionable Trading Strategies Agent Uncertainty Model and Quantum Mechanics Representation Agent Transportation Layer Adaptation System Software Agents to Enable Service Composition through Negotiation Advanced Technology Towards Developing Decentralized Autonomous Flexible Manufacturing Systems

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Page Count

325

Publisher

Springer

Published Date

ISBN 10

3540880496

ISBN 13

9783540880493

Innovation in Medicine and Healthcare Systems, and Multimedia

Proceedings of KES-InMed-19 and KES-IIMSS-19 Conferences

By: Yen-Wei Chen,Alfred Zimmermann,Robert J. Howlett,Lakhmi C. Jain

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Innovation in Medicine and Healthcare Systems, and Multimedia

Proceedings of KES-InMed-19 and KES-IIMSS-19 Conferences

By: Yen-Wei Chen,Alfred Zimmermann,Robert J. Howlett,Lakhmi C. Jain

This book contains the proceedings of the KES International conferences on Innovation in Medicine and Healthcare (KES-InMed-19) and Intelligent Interactive Multimedia Systems and Services (KES-IIMSS-19), held on 17-19 June 2019 and co-located in St. Julians, on the island of Malta, as part of the KES Smart Digital Futures 2019 multi-theme conference. The major areas covered by KES-InMed-19 include: Digital IT Architecture in Healthcare; Advanced ICT for Medical and Healthcare; Biomedical Engineering, Trends, Research and Technologies and Healthcare Support System. The major areas covered by KES-IIMSS-19 were: Interactive Technologies; Artificial Intelligence and Data Analytics; Intelligent Services and Architectures and Applications. This book is of use to researchers in these vibrant areas, managers, industrialists and anyone wishing to gain an overview of the latest research in these fields.

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Page Count

619

Published Date

ISBN 10

981138567X

ISBN 13

9789811385674

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