Computational Intelligence For Decision Support

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Computational Intelligence for Decision Support

Zhengxin Chen
Computational Intelligence for Decision Support Book PDF

Author : Zhengxin Chen
Publisher : CRC Press
Page : 408 pages
File Size : 43,5 Mb
Release : 1999-11-24
Category : Computers
ISBN : 1420049143

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Computational Intelligence for Decision Support by Zhengxin Chen Pdf

Intelligent decision support relies on techniques from a variety of disciplines, including artificial intelligence and database management systems. Most of the existing literature neglects the relationship between these disciplines. By integrating AI and DBMS, Computational Intelligence for Decision Support produces what other texts don't: an explanation of how to use AI and DBMS together to achieve high-level decision making. Threading relevant disciplines from both science and industry, the author approaches computational intelligence as the science developed for decision support. The use of computational intelligence for reasoning and DBMS for retrieval brings about a more active role for computational intelligence in decision support, and merges computational intelligence and DBMS. The introductory chapter on technical aspects makes the material accessible, with or without a decision support background. The examples illustrate the large number of applications and an annotated bibliography allows you to easily delve into subjects of greater interest. The integrated perspective creates a book that is, all at once, technical, comprehensible, and usable. Now, more than ever, it is important for science and business workers to creatively combine their knowledge to generate effective, fruitful decision support. Computational Intelligence for Decision Support makes this task manageable.

Artificial Intelligence in Decision Support Systems for Diagnosis in Medical Imaging

Kenji Suzuki,Yisong Chen
Artificial Intelligence in Decision Support Systems for Diagnosis in Medical Imaging Book PDF

Author : Kenji Suzuki,Yisong Chen
Publisher : Springer
Page : 387 pages
File Size : 42,9 Mb
Release : 2018-01-09
Category : Technology & Engineering
ISBN : 9783319688435

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Artificial Intelligence in Decision Support Systems for Diagnosis in Medical Imaging by Kenji Suzuki,Yisong Chen Pdf

This book offers the first comprehensive overview of artificial intelligence (AI) technologies in decision support systems for diagnosis based on medical images, presenting cutting-edge insights from thirteen leading research groups around the world. Medical imaging offers essential information on patients’ medical condition, and clues to causes of their symptoms and diseases. Modern imaging modalities, however, also produce a large number of images that physicians have to accurately interpret. This can lead to an “information overload” for physicians, and can complicate their decision-making. As such, intelligent decision support systems have become a vital element in medical-image-based diagnosis and treatment. Presenting extensive information on this growing field of AI, the book offers a valuable reference guide for professors, students, researchers and professionals who want to learn about the most recent developments and advances in the field.

Lecture Notes in Computational Intelligence and Decision Making

Sergii Babichev,Volodymyr Lytvynenko
Lecture Notes in Computational Intelligence and Decision Making Book PDF

Author : Sergii Babichev,Volodymyr Lytvynenko
Publisher : Springer Nature
Page : 805 pages
File Size : 45,7 Mb
Release : 2021-07-22
Category : Technology & Engineering
ISBN : 9783030820145

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Lecture Notes in Computational Intelligence and Decision Making by Sergii Babichev,Volodymyr Lytvynenko Pdf

This book is devoted to current problems of artificial and computational intelligence including decision-making systems. Collecting, analysis, and processing information are the current directions of modern computer science. Development of new modern information and computer technologies for data analysis and processing in various fields of data mining and machine learning creates the conditions for increasing effectiveness of the information processing by both the decrease of time and the increase of accuracy of the data processing. The book contains of 54 science papers which include the results of research concerning the current directions in the fields of data mining, machine learning, and decision making. The papers are divided in terms of their topic into three sections. The first section "Analysis and Modeling of Complex Systems and Processes" contains of 26 papers, and the second section "Theoretical and Applied Aspects of Decision-Making Systems" contains of 13 papers. There are 15 papers in the third section "Computational Intelligence and Inductive Modeling". The book is focused to scientists and developers in the fields of data mining, machine learning and decision-making systems.

Lecture Notes in Computational Intelligence and Decision Making

Volodymyr Lytvynenko,Sergii Babichev,Waldemar Wójcik,Olena Vynokurova,Svetlana Vyshemyrskaya,Svetlana Radetskaya
Lecture Notes in Computational Intelligence and Decision Making Book PDF

Author : Volodymyr Lytvynenko,Sergii Babichev,Waldemar Wójcik,Olena Vynokurova,Svetlana Vyshemyrskaya,Svetlana Radetskaya
Publisher : Springer
Page : 715 pages
File Size : 51,6 Mb
Release : 2019-07-23
Category : Technology & Engineering
ISBN : 9783030264741

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Lecture Notes in Computational Intelligence and Decision Making by Volodymyr Lytvynenko,Sergii Babichev,Waldemar Wójcik,Olena Vynokurova,Svetlana Vyshemyrskaya,Svetlana Radetskaya Pdf

Information and computer technologies for data analysis and processing in various fields of data mining and machine learning generates the conditions for increasing the effectiveness of information processing by making it faster and more accurate. The book includes 49 scientific papers presenting the latest research in the fields of data mining, machine learning and decision-making. Divided into three sections: “Analysis and Modeling of Complex Systems and Processes”; “Theoretical and Applied Aspects of Decision-Making Systems”; and “Computational Intelligence and Inductive Modeling”, the book is of interest to scientists and developers in the field.

Computational Intelligence and Decision Making

Ana Madureira,Cecilia Reis,Viriato Marques
Computational Intelligence and Decision Making Book PDF

Author : Ana Madureira,Cecilia Reis,Viriato Marques
Publisher : Springer Science & Business Media
Page : 493 pages
File Size : 51,9 Mb
Release : 2012-11-08
Category : Technology & Engineering
ISBN : 9789400747227

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Computational Intelligence and Decision Making by Ana Madureira,Cecilia Reis,Viriato Marques Pdf

This book provides a general overview and original analysis of new developments and applications in several areas of Computational Intelligence and Information Systems. Computational Intelligence has become an important tool for engineers to develop and analyze novel techniques to solve problems in basic sciences such as physics, chemistry, biology, engineering, environment and social sciences. The material contained in this book addresses the foundations and applications of Artificial Intelligence and Decision Support Systems, Complex and Biological Inspired Systems, Simulation and Evolution of Real and Artificial Life Forms, Intelligent Models and Control Systems, Knowledge and Learning Technologies, Web Semantics and Ontologies, Intelligent Tutoring Systems, Intelligent Power Systems, Self-Organized and Distributed Systems, Intelligent Manufacturing Systems and Affective Computing. The contributions have all been written by international experts, who provide current views on the topics discussed and present recent, original insights from their own experience in these fields.

Intelligent Decision Making: An AI-Based Approach

Gloria Phillips-Wren,Nikhil Ichalkaranje
Intelligent Decision Making An AI Based Approach Book PDF

Author : Gloria Phillips-Wren,Nikhil Ichalkaranje
Publisher : Springer Science & Business Media
Page : 414 pages
File Size : 55,7 Mb
Release : 2008-03-04
Category : Mathematics
ISBN : 9783540768289

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Intelligent Decision Making: An AI-Based Approach by Gloria Phillips-Wren,Nikhil Ichalkaranje Pdf

Intelligent Decision Support Systems have the potential to transform human decision making by combining research in artificial intelligence, information technology, and systems engineering. The field of intelligent decision making is expanding rapidly due, in part, to advances in artificial intelligence and network-centric environments that can deliver the technology. Communication and coordination between dispersed systems can deliver just-in-time information, real-time processing, collaborative environments, and globally up-to-date information to a human decision maker. At the same time, artificial intelligence techniques have demonstrated that they have matured sufficiently to provide computational assistance to humans in practical applications. This book includes contributions from leading researchers in the field beginning with the foundations of human decision making and the complexity of the human cognitive system. Researchers contrast human and artificial intelligence, survey computational intelligence, present pragmatic systems, and discuss future trends. This book will be an invaluable resource to anyone interested in the current state of knowledge and key research gaps in the rapidly developing field of intelligent decision support.

Exploring Intelligent Decision Support Systems

Rafael Valencia-García,Mario Andrés Paredes-Valverde,María del Pilar Salas-Zárate,Giner Alor-Hernández
Exploring Intelligent Decision Support Systems Book PDF

Author : Rafael Valencia-García,Mario Andrés Paredes-Valverde,María del Pilar Salas-Zárate,Giner Alor-Hernández
Publisher : Springer
Page : 238 pages
File Size : 40,8 Mb
Release : 2018-02-07
Category : Technology & Engineering
ISBN : 9783319740027

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Exploring Intelligent Decision Support Systems by Rafael Valencia-García,Mario Andrés Paredes-Valverde,María del Pilar Salas-Zárate,Giner Alor-Hernández Pdf

This book presents innovative and high-quality research regarding advanced decision support systems (DSSs). It describes the foundations, methods, methodologies, models, tools, and techniques for designing, developing, implementing and evaluating advanced DSSs in different fields, including finance, health, emergency management, industry and pollution control. Decision support systems employ artificial intelligence methods to heuristically address problems that are cannot be solved using formal techniques. In this context, technologies such as the Semantic Web, linked data, big data, and machine learning are being applied to provide integrated support for individuals and organizations to make more rational decisions. The book is organized into two parts. The first part covers decision support systems for industry, while the second part presents case studies related to clinical emergency management and pollution control.

Lecture Notes in Computational Intelligence and Decision Making

Sergii Babichev,Volodymyr Lytvynenko,Waldemar Wójcik,Svetlana Vyshemyrskaya
Lecture Notes in Computational Intelligence and Decision Making Book PDF

Author : Sergii Babichev,Volodymyr Lytvynenko,Waldemar Wójcik,Svetlana Vyshemyrskaya
Publisher : Springer Nature
Page : 743 pages
File Size : 43,8 Mb
Release : 2020-07-25
Category : Technology & Engineering
ISBN : 9783030542153

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Lecture Notes in Computational Intelligence and Decision Making by Sergii Babichev,Volodymyr Lytvynenko,Waldemar Wójcik,Svetlana Vyshemyrskaya Pdf

This book includes 46 scientific papers presented at the conference and reflecting the latest research in the fields of data mining, machine learning and decision-making. The international scientific conference “Intellectual Systems of Decision-Making and Problems of Computational Intelligence” was held in the Kherson region, Ukraine, from May 25 to 29, 2020. The papers are divided into three sections: “Analysis and Modeling of Complex Systems and Processes,” “Theoretical and Applied Aspects of Decision-Making Systems” and “Computational Intelligence and Inductive Modeling.” The book will be of interest to scientists and developers specialized in the fields of data mining, machine learning and decision-making systems.

Intelligent Decision Support Systems

Surekha Borra,Nilanjan Dey,Siddhartha Bhattacharyya,Mohamed Salim Bouhlel
Intelligent Decision Support Systems Book PDF

Author : Surekha Borra,Nilanjan Dey,Siddhartha Bhattacharyya,Mohamed Salim Bouhlel
Publisher : Walter de Gruyter GmbH & Co KG
Page : 221 pages
File Size : 51,8 Mb
Release : 2019-10-21
Category : Computers
ISBN : 9783110618716

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Intelligent Decision Support Systems by Surekha Borra,Nilanjan Dey,Siddhartha Bhattacharyya,Mohamed Salim Bouhlel Pdf

Intelligent prediction and decision support systems are based on signal processing, computer vision (CV), machine learning (ML), software engineering (SE), knowledge based systems (KBS), data mining, artificial intelligence (AI) and include several systems developed from the study of expert systems (ES), genetic algorithms (GA), artificial neural networks (ANN) and fuzzy-logic systems The use of automatic decision support systems in design and manufacturing industry, healthcare and commercial software development systems has the following benifits: Cost savings in companies, due to employment of expert system technology. Fast decision making, completion of projects in time and development of new products. Improvement in decision making capability and quality. Usage of Knowledge database and Preservation of expertise of individuals Eases complex decision problems. Ex: Diagnosis in Healthcare To address the issues and challenges related to development, implementation and application of automatic and intelligent prediction and decision support systems in domains such as manufacturing, healthcare and software product design, development and optimization, this book aims to collect and publish wide ranges of quality articles such as original research contributions, methodological reviews, survey papers, case studies and/or reports covering intelligent systems, expert prediction systems, evaluation models, decision support systems and Computer Aided Diagnosis (CAD).

Intelligent Decision Support Systems

Miquel Sànchez-Marrè
Intelligent Decision Support Systems Book PDF

Author : Miquel Sànchez-Marrè
Publisher : Springer Nature
Page : 826 pages
File Size : 45,8 Mb
Release : 2022-03-28
Category : Computers
ISBN : 9783030877903

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Intelligent Decision Support Systems by Miquel Sànchez-Marrè Pdf

This book, with invaluable contributions of Professor Franz Wotawa in chapters 5 and 7, presents the potential use and implementation of intelligent techniques in decision making processes involved in organizations and companies. It provides a thorough analysis of decisions, reviewing the classical decision theory, and describing usual methods for modeling the decision process. It describes the chronological evolution of Decision Support Systems (DSS) from early Management Information Systems until the appearance of Intelligent Decision Support Systems (IDSS). It explains the most commonly used intelligent techniques, both data-driven and model-driven, and illustrates the use of knowledge models in Decision Support through case studies. The author pays special attention to the whole Data Science process, which provides intelligent data-driven models in IDSS. The book describes main uncertainty models used in Artificial Intelligence to model inexactness; covers recommender systems; and reviews available development tools for inducing data-driven models, for using model-driven methods and for aiding the development of Intelligent Decision Support Systems.

Computational Intelligence for Decision Support in Cyber-Physical Systems

Zeashan H Khan,A. B. M. Shawkat Ali,Zahid Riaz
Computational Intelligence for Decision Support in Cyber Physical Systems Book PDF

Author : Zeashan H Khan,A. B. M. Shawkat Ali,Zahid Riaz
Publisher : Springer
Page : 464 pages
File Size : 49,8 Mb
Release : 2014-02-18
Category : Technology & Engineering
ISBN : 9789814585361

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Computational Intelligence for Decision Support in Cyber-Physical Systems by Zeashan H Khan,A. B. M. Shawkat Ali,Zahid Riaz Pdf

This book is dedicated to applied computational intelligence and soft computing techniques with special reference to decision support in Cyber Physical Systems (CPS), where the physical as well as the communication segment of the networked entities interact with each other. The joint dynamics of such systems result in a complex combination of computers, software, networks and physical processes all combined to establish a process flow at system level. This volume provides the audience with an in-depth vision about how to ensure dependability, safety, security and efficiency in real time by making use of computational intelligence in various CPS applications ranging from the nano-world to large scale wide area systems of systems. Key application areas include healthcare, transportation, energy, process control and robotics where intelligent decision support has key significance in establishing dynamic, ever-changing and high confidence future technologies. A recommended text for graduate students and researchers working on the applications of computational intelligence methods in CPS.

Advanced Computational Intelligence Paradigms in Healthcare 5

Sheryl Brahnam,Lakhmi C. Jain
Advanced Computational Intelligence Paradigms in Healthcare 5 Book PDF

Author : Sheryl Brahnam,Lakhmi C. Jain
Publisher : Springer Science & Business Media
Page : 235 pages
File Size : 48,6 Mb
Release : 2010-10-13
Category : Computers
ISBN : 9783642160943

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Advanced Computational Intelligence Paradigms in Healthcare 5 by Sheryl Brahnam,Lakhmi C. Jain Pdf

This book is a continuation of the previous volumes of our series on Advanced Computational Intelligence Paradigms in Healthcare. The recent advances in computational intelligence paradigms have highlighted the need of intelligent systems in healthcare. This volume provides the reader a glimpse of the current state of the art in intelligent support system design in the field of healthcare. The book reports a sample of recent advances in: • Clinical Decision Support Systems • Rehabilitation Decision Support Systems • Technology Acceptance in Medical Decision Support Systems The book is directed to the researchers, professors, practitioner and students interested to design and develop intelligent decision support systems.

Cognition-Driven Decision Support for Business Intelligence

Li Niu,Jie Lu,Guangquan Zhang
Cognition Driven Decision Support for Business Intelligence Book PDF

Author : Li Niu,Jie Lu,Guangquan Zhang
Publisher : Springer Science & Business Media
Page : 240 pages
File Size : 50,7 Mb
Release : 2009-09-14
Category : Mathematics
ISBN : 9783642032073

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Cognition-Driven Decision Support for Business Intelligence by Li Niu,Jie Lu,Guangquan Zhang Pdf

Cognition-driven decision support system (DSS) has been recognized as a paradigm in the research and development of business intelligence (BI). Cognitive decision support aims to help managers in their decision making from human cognitive aspects, such as thinking, sensing, understanding and predicting, and fully reuse their experience. Among these cognitive aspects, decision makers’ situation awareness (SA) and mental models are considered to be two important prerequisites for decision making, particularly in ill-structured and dynamic decision situations with uncertainties, time pressure and high personal stake. In today’s business domain, decision making is becoming increasingly complex. To make a successful decision, managers’ SA about their business environments becomes a critical factor. This book presents theoretical models as well practical techniques of cognitiondriven DSS. It first introduces some important concepts of cognition orientation in decision making process and some techniques in related research areas including DSS, data warehouse and BI, offering readers a preliminary for moving forward in this book. It then proposes a cognition-driven decision process (CDDP) model which incorporates SA and experience (mental models) as its central components. The goal of the CDDP model is to facilitate cognitive decision support to managers on the basis of BI systems. It also presents relevant techniques developed to support the implementation of the CDDP model in a BI environment. Key issues addressed of a typical business decision cycle in the CDDP model include: natural language interface for a manager’s SA input, extraction of SA semantics, construction of data warehouse queries based on the manger’s SA and experience, situation information retrieval from data warehouse, how the manager perceives situation information and update SA, how the manager’s SA leads to a final decision. Finally, a cognition-driven DSS, FACETS, and two illustrative applications of this system are discussed.

Advanced Intelligent Computational Technologies and Decision Support Systems

Barna Iantovics,Roumen Kountchev
Advanced Intelligent Computational Technologies and Decision Support Systems Book PDF

Author : Barna Iantovics,Roumen Kountchev
Publisher : Springer
Page : 243 pages
File Size : 51,5 Mb
Release : 2013-08-04
Category : Technology & Engineering
ISBN : 9783319004679

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Advanced Intelligent Computational Technologies and Decision Support Systems by Barna Iantovics,Roumen Kountchev Pdf

This book offers a state of the art collection covering themes related to Advanced Intelligent Computational Technologies and Decision Support Systems which can be applied to fields like healthcare assisting the humans in solving problems. The book brings forward a wealth of ideas, algorithms and case studies in themes like: intelligent predictive diagnosis; intelligent analyzing of medical images; new format for coding of single and sequences of medical images; Medical Decision Support Systems; diagnosis of Down’s syndrome; computational perspectives for electronic fetal monitoring; efficient compression of CT Images; adaptive interpolation and halftoning for medical images; applications of artificial neural networks for real-life problems solving; present and perspectives for Electronic Healthcare Record Systems; adaptive approaches for noise reduction in sequences of CT images etc.

Artificial Intelligence Tools

Diego Galar Pascual
Artificial Intelligence Tools Book PDF

Author : Diego Galar Pascual
Publisher : CRC Press
Page : 550 pages
File Size : 49,7 Mb
Release : 2015-04-22
Category : Computers
ISBN : 9781466584068

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Artificial Intelligence Tools by Diego Galar Pascual Pdf

Artificial Intelligence Tools: Decision Support Systems in Condition Monitoring and Diagnosis discusses various white- and black-box approaches to fault diagnosis in condition monitoring (CM). This indispensable resource:Addresses nearest-neighbor-based, clustering-based, statistical, and information theory-based techniquesConsiders the merits of e