Computational Intelligence Techniques And Their Applications To Software Engineering Problems

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Computational Intelligence Techniques and Their Applications to Software Engineering Problems

Ankita Bansal,Abha Jain,Sarika Jain,Vishal Jain,Ankur Choudhary
Computational Intelligence Techniques and Their Applications to Software Engineering Problems Book PDF

Author : Ankita Bansal,Abha Jain,Sarika Jain,Vishal Jain,Ankur Choudhary
Publisher : CRC Press
Page : 251 pages
File Size : 42,6 Mb
Release : 2020-09-28
Category : Computers
ISBN : 9781000191929

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Computational Intelligence Techniques and Their Applications to Software Engineering Problems by Ankita Bansal,Abha Jain,Sarika Jain,Vishal Jain,Ankur Choudhary Pdf

Computational Intelligence Techniques and Their Applications to Software Engineering Problems focuses on computational intelligence approaches as applicable in varied areas of software engineering such as software requirement prioritization, cost estimation, reliability assessment, defect prediction, maintainability and quality prediction, size estimation, vulnerability prediction, test case selection and prioritization, and much more. The concepts of expert systems, case-based reasoning, fuzzy logic, genetic algorithms, swarm computing, and rough sets are introduced with their applications in software engineering. The field of knowledge discovery is explored using neural networks and data mining techniques by determining the underlying and hidden patterns in software data sets. Aimed at graduate students and researchers in computer science engineering, software engineering, information technology, this book: Covers various aspects of in-depth solutions of software engineering problems using computational intelligence techniques Discusses the latest evolutionary approaches to preliminary theory of different solve optimization problems under software engineering domain Covers heuristic as well as meta-heuristic algorithms designed to provide better and optimized solutions Illustrates applications including software requirement prioritization, software cost estimation, reliability assessment, software defect prediction, and more Highlights swarm intelligence-based optimization solutions for software testing and reliability problems

Computational Intelligence Applications for Software Engineering Problems

Parma Nand,Nitin Rakesh,Arun Prakash Agrawal,Vishal Jain
Computational Intelligence Applications for Software Engineering Problems Book PDF

Author : Parma Nand,Nitin Rakesh,Arun Prakash Agrawal,Vishal Jain
Publisher : CRC Press
Page : 317 pages
File Size : 49,8 Mb
Release : 2023-02-10
Category : Computers
ISBN : 9781000575927

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Computational Intelligence Applications for Software Engineering Problems by Parma Nand,Nitin Rakesh,Arun Prakash Agrawal,Vishal Jain Pdf

This new volume explores the computational intelligence techniques necessary to carry out different software engineering tasks. Software undergoes various stages before deployment, such as requirements elicitation, software designing, software project planning, software coding, and software testing and maintenance. Every stage is bundled with a number of tasks or activities to be performed. Due to the large and complex nature of software, these tasks can become costly and error prone. This volume aims to help meet these challenges by presenting new research and practical applications in intelligent techniques in the field of software engineering. Computational Intelligence Applications for Software Engineering Problems discusses techniques and presents case studies to solve engineering challenges using machine learning, deep learning, fuzzy-logic-based computation, statistical modeling, invasive weed meta-heuristic algorithms, artificial intelligence, the DevOps model, time series forecasting models, and more.

Computational Intelligence in Software Engineering

Witold Pedrycz,James F. Peters
Computational Intelligence in Software Engineering Book PDF

Author : Witold Pedrycz,James F. Peters
Publisher : World Scientific
Page : 504 pages
File Size : 46,6 Mb
Release : 1998
Category : Computers
ISBN : 9810235038

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Computational Intelligence in Software Engineering by Witold Pedrycz,James F. Peters Pdf

This unique volume is the first publication on software engineering and computational intelligence (CI) viewed as a synergistic interplay of neurocomputing, granular computation (including fuzzy sets and rough sets), and evolutionary methods. It presents a unified view of CI in the context of software engineering. The book addresses a number of crucial issues: what is CI, what role does it play in software development, how are CI elements built into successive phases of the software life cycle, and what is the role played by CI in quantifying fundamental features of software artifacts? With contributions from leading researchers and practitioners, the book provides the reader with a wealth of new concepts and approaches, complete algorithms, in-depth case studies, and thought-provoking exercises. The topics coverage include neurocomputing, granular as well as evolutionary computing, object-oriented analysis and design in software engineering. There is also an extensive bibliography.

Computational Intelligence in Software Modeling

Vishal Jain,Jyotir Moy Chatterjee,Ankita Bansal,Utku Kose,Abha Jain
Computational Intelligence in Software Modeling Book PDF

Author : Vishal Jain,Jyotir Moy Chatterjee,Ankita Bansal,Utku Kose,Abha Jain
Publisher : Walter de Gruyter GmbH & Co KG
Page : 282 pages
File Size : 49,9 Mb
Release : 2022-02-21
Category : Computers
ISBN : 9783110709346

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Computational Intelligence in Software Modeling by Vishal Jain,Jyotir Moy Chatterjee,Ankita Bansal,Utku Kose,Abha Jain Pdf

Researchers, academicians and professionals expone in this book their research in the application of intelligent computing techniques to software engineering. As software systems are becoming larger and complex, software engineering tasks become increasingly costly and prone to errors. Evolutionary algorithms, machine learning approaches, meta-heuristic algorithms, and others techniques can help the effi ciency of software engineering.

Computational Intelligence in Software Quality Assurance

Scott Dick,Abraham Kandel
Computational Intelligence in Software Quality Assurance Book PDF

Author : Scott Dick,Abraham Kandel
Publisher : World Scientific
Page : 199 pages
File Size : 49,9 Mb
Release : 2005
Category : Computers
ISBN : 9789812703477

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Computational Intelligence in Software Quality Assurance by Scott Dick,Abraham Kandel Pdf

Software systems surround us. Software is a critical component in everything from the family car through electrical power systems to military equipment. As software plays an ever-increasing role in our lives and livelihoods, the quality of that software becomes more and more critical. However, our ability to deliver high-quality software has not kept up with those increasing demands. The economic fallout is enormous; the US economy alone is losing over US$50 billion per year due to software failures. This book presents new research into using advanced artificial intelligence techniques to guide software quality improvements. The techniques of chaos theory and data mining are brought to bear to provide new insights into the software development process. Written for researchers and practitioners in software engineering and computational intelligence, this book is a unique and important bridge between these two fields.

Computational Intelligence and Its Applications

H. K. Lam,Hak-Keung Lam,Hung T. Nguyen
Computational Intelligence and Its Applications Book PDF

Author : H. K. Lam,Hak-Keung Lam,Hung T. Nguyen
Publisher : World Scientific
Page : 318 pages
File Size : 44,7 Mb
Release : 2012
Category : Computers
ISBN : 9781848166912

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Computational Intelligence and Its Applications by H. K. Lam,Hak-Keung Lam,Hung T. Nguyen Pdf

This book focuses on computational intelligence techniques and their applications -- fast-growing and promising research topics that have drawn a great deal of attention from researchers over the years. It brings together many different aspects of the current research on intelligence technologies such as neural networks, support vector machines, fuzzy logic and evolutionary computation, and covers a wide range of applications from pattern recognition and system modeling, to intelligent control problems and biomedical applications. Fundamental concepts and essential analysis of various computational techniques are presented to offer a systematic and effective tool for better treatment of different applications, and simulation and experimental results are included to illustrate the design procedure and the effectiveness of the approaches.

Software Engineering with Computational Intelligence

Taghi M. Khoshgoftaar
Software Engineering with Computational Intelligence Book PDF

Author : Taghi M. Khoshgoftaar
Publisher : Springer Science & Business Media
Page : 373 pages
File Size : 52,9 Mb
Release : 2012-12-06
Category : Computers
ISBN : 9781461504290

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Software Engineering with Computational Intelligence by Taghi M. Khoshgoftaar Pdf

The constantly evolving technological infrastructure of the modem world presents a great challenge of developing software systems with increasing size, complexity, and functionality. The software engineering field has seen changes and innovations to meet these and other continuously growing challenges by developing and implementing useful software engineering methodologies. Among the more recent advances are those made in the context of software portability, formal verification· techniques, software measurement, and software reuse. However, despite the introduction of some important and useful paradigms in the software engineering discipline, their technological transfer on a larger scale has been extremely gradual and limited. For example, many software development organizations may not have a well-defined software assurance team, which can be considered as a key ingredient in the development of a high-quality and dependable software product. Recently, the software engineering field has observed an increased integration or fusion with the computational intelligence (Cl) field, which is comprised of primarily the mature technologies of fuzzy logic, neural networks, genetic algorithms, genetic programming, and rough sets. Hybrid systems that combine two or more of these individual technologies are also categorized under the Cl umbrella. Software engineering is unlike the other well-founded engineering disciplines, primarily due to its human component (designers, developers, testers, etc. ) factor. The highly non-mechanical and intuitive nature of the human factor characterizes many of the problems associated with software engineering, including those observed in development effort estimation, software quality and reliability prediction, software design, and software testing.

Computational Intelligence

Dinesh C.S. Bisht,Mangey Ram
Computational Intelligence Book PDF

Author : Dinesh C.S. Bisht,Mangey Ram
Publisher : Walter de Gruyter GmbH & Co KG
Page : 280 pages
File Size : 40,9 Mb
Release : 2020-08-10
Category : Technology & Engineering
ISBN : 9783110671353

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Computational Intelligence by Dinesh C.S. Bisht,Mangey Ram Pdf

Computational intelligence (CI) lies at the interface between engineering and computer science; control engineering, where problems are solved using computer-assisted methods. Thus, it can be regarded as an indispensable basis for all artificial intelligence (AI) activities. This book collects surveys of most recent theoretical approaches focusing on fuzzy systems, neurocomputing, and nature inspired algorithms. It also presents surveys of up-to-date research and application with special focus on fuzzy systems as well as on applications in life sciences and neuronal computing.

Software Engineering Research, Management and Applications

Roger Lee
Software Engineering Research Management and Applications Book PDF

Author : Roger Lee
Publisher : Springer
Page : 277 pages
File Size : 42,5 Mb
Release : 2013-07-19
Category : Technology & Engineering
ISBN : 9783319009483

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Software Engineering Research, Management and Applications by Roger Lee Pdf

The purpose of the 11th International Conference on Software Engineering Research, Management and Applications (SERA 2013) held on August 7 - 9, 2012 in Prague, Czech Republic was to bring together scientists, engineers, computer users, and students to share their experiences and exchange new ideas and research results about all aspects (theory, applications and tools) of Software Engineering Research, Management and Applications, and to discuss the practical challenges encountered along the way and the solutions adopted to solve them. The conference organizers selected 17 outstanding papers from those papers accepted for presentation at the conference in order to publish them in this volume. The papers were chosen based on review scores submitted by members of the program committee, and further rigorous rounds of review.

Artificial Intelligence Applications for Improved Software Engineering Development: New Prospects

Meziane, Farid,Vadera, Sunil
Artificial Intelligence Applications for Improved Software Engineering Development New Prospects Book PDF

Author : Meziane, Farid,Vadera, Sunil
Publisher : IGI Global
Page : 372 pages
File Size : 48,6 Mb
Release : 2009-07-31
Category : Computers
ISBN : 9781605667591

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Artificial Intelligence Applications for Improved Software Engineering Development: New Prospects by Meziane, Farid,Vadera, Sunil Pdf

"This book provides an overview of useful techniques in artificial intelligence for future software development along with critical assessment for further advancement"--Provided by publisher.

Artificial Intelligence Methods For Software Engineering

Meir Kalech,Rui Abreu,Mark Last
Artificial Intelligence Methods For Software Engineering Book PDF

Author : Meir Kalech,Rui Abreu,Mark Last
Publisher : World Scientific
Page : 457 pages
File Size : 49,7 Mb
Release : 2021-06-15
Category : Computers
ISBN : 9789811239939

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Artificial Intelligence Methods For Software Engineering by Meir Kalech,Rui Abreu,Mark Last Pdf

Software is an integral part of our lives today. Modern software systems are highly complex and often pose new challenges in different aspects of Software Engineering (SE).Artificial Intelligence (AI) is a growing field in computer science that has been proven effective in applying and developing AI techniques to address various SE challenges.This unique compendium covers applications of state-of-the-art AI techniques to the key areas of SE (design, development, debugging, testing, etc).All the materials presented are up-to-date. This reference text will benefit researchers, academics, professionals, and postgraduate students in AI, machine learning and software engineering.Related Link(s)

Computational Intelligence Applications in Modeling and Control

Ahmad Taher Azar,Sundarapandian Vaidyanathan
Computational Intelligence Applications in Modeling and Control Book PDF

Author : Ahmad Taher Azar,Sundarapandian Vaidyanathan
Publisher : Springer
Page : 430 pages
File Size : 53,6 Mb
Release : 2014-12-26
Category : Technology & Engineering
ISBN : 9783319110172

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Computational Intelligence Applications in Modeling and Control by Ahmad Taher Azar,Sundarapandian Vaidyanathan Pdf

The development of computational intelligence (CI) systems was inspired by observable and imitable aspects of intelligent activity of human being and nature. The essence of the systems based on computational intelligence is to process and interpret data of various nature so that that CI is strictly connected with the increase of available data as well as capabilities of their processing, mutually supportive factors. Developed theories of computational intelligence were quickly applied in many fields of engineering, data analysis, forecasting, biomedicine and others. They are used in images and sounds processing and identifying, signals processing, multidimensional data visualization, steering of objects, analysis of lexicographic data, requesting systems in banking, diagnostic systems, expert systems and many other practical implementations. This book consists of 16 contributed chapters by subject experts who are specialized in the various topics addressed in this book. The special chapters have been brought out in the broad areas of Control Systems, Power Electronics, Computer Science, Information Technology, modeling and engineering applications. Special importance was given to chapters offering practical solutions and novel methods for the recent research problems in the main areas of this book, viz. Control Systems, Modeling, Computer Science, IT and engineering applications. This book will serve as a reference book for graduate students and researchers with a basic knowledge of control theory, computer science and soft-computing techniques. The resulting design procedures are emphasized using Matlab/Simulink software.

Advanced Methods and Applications in Computational Intelligence

Ryszard Klempous,Jan Nikodem,Witold Jacak,Zenon Chaczko
Advanced Methods and Applications in Computational Intelligence Book PDF

Author : Ryszard Klempous,Jan Nikodem,Witold Jacak,Zenon Chaczko
Publisher : Springer Science & Business Media
Page : 408 pages
File Size : 54,5 Mb
Release : 2013-07-20
Category : Technology & Engineering
ISBN : 9783319014364

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Advanced Methods and Applications in Computational Intelligence by Ryszard Klempous,Jan Nikodem,Witold Jacak,Zenon Chaczko Pdf

This book offers an excellent presentation of intelligent engineering and informatics foundations for researchers in this field as well as many examples with industrial application. It contains extended versions of selected papers presented at the inaugural ACASE 2012 Conference dedicated to the Applications of Systems Engineering. This conference was held from the 6th to the 8th of February 2012, at the University of Technology, Sydney, Australia, organized by the University of Technology, Sydney (Australia), Wroclaw University of Technology (Poland) and the University of Applied Sciences in Hagenberg (Austria). The book is organized into three main parts. Part I contains papers devoted to the heuristic approaches that are applicable in situations where the problem cannot be solved by exact methods, due to various characteristics or dimensionality problems. Part II covers essential issues of the network management, presents intelligent models of the next generation of networks and distributed systems as well as discusses applications of modern numerical methods in large intractable systems. Part III covers salient issues of complexity in intelligent system applications. This part also contains papers and articles which discuss concurrency issues that arise when multiple systems attempt to use the same radio space and the inter-connected system applications in the field of medical simulation and training.

Advancing Computational Intelligence Techniques for Security Systems Design

Uzzal Sharma,Parmanand Astya,Anupam Baliyan,Salah-ddine Krit,Vishal Jain,Mohammad Zubair Khan
Advancing Computational Intelligence Techniques for Security Systems Design Book PDF

Author : Uzzal Sharma,Parmanand Astya,Anupam Baliyan,Salah-ddine Krit,Vishal Jain,Mohammad Zubair Khan
Publisher : CRC Press
Page : 157 pages
File Size : 51,8 Mb
Release : 2022-08-24
Category : Computers
ISBN : 9781000618334

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Advancing Computational Intelligence Techniques for Security Systems Design by Uzzal Sharma,Parmanand Astya,Anupam Baliyan,Salah-ddine Krit,Vishal Jain,Mohammad Zubair Khan Pdf

Security systems have become an integral part of the building and large complex setups, and intervention of the computational intelligence (CI) paradigm plays an important role in security system architecture. This book covers both theoretical contributions and practical applications in security system design by applying the Internet of Things (IoT) and CI. It further explains the application of IoT in the design of modern security systems and how IoT blended with computational intel- ligence can make any security system improved and realizable. Key features: Focuses on the computational intelligence techniques of security system design Covers applications and algorithms of discussed computational intelligence techniques Includes convergence-based and enterprise integrated security systems with their applications Explains emerging laws, policies, and tools affecting the landscape of cyber security Discusses application of sensors toward the design of security systems This book will be useful for graduate students and researchers in electrical, computer engineering, security system design and engineering.

Practical Applications of Computational Intelligence Techniques

Lakhmi Jain,Philippe De Wilde
Practical Applications of Computational Intelligence Techniques Book PDF

Author : Lakhmi Jain,Philippe De Wilde
Publisher : Springer
Page : 0 pages
File Size : 44,7 Mb
Release : 2012-09-14
Category : Computers
ISBN : 9401038686

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Practical Applications of Computational Intelligence Techniques by Lakhmi Jain,Philippe De Wilde Pdf

Computational intelligence paradigms have attracted the growing interest of researchers, scientists, engineers and application engineers in a number of everyday applications. These applications are not limited to any particular field and include engineering, business, banking and consumer electronics. Computational intelligence paradigms include artificial intelligence, artificial neural networks, fuzzy systems and evolutionary computing. Artificial neural networks can mimic the biological information processing mechanism in a very limited sense. Evolutionary computing algorithms are used for optimisation applications, and fuzzy logic provides a basis for representing uncertain and imprecise knowledge. Practical Applications of Computational Intelligence Techniques contains twelve chapters providing actual application of these techniques in the real world. Such examples include, but are not limited to, intelligent household appliances, aerial spray models, industrial applications and medical diagnostics and practice. This book will be useful to researchers, practicing engineers/scientists and students, who are interested in developing practical applications in a computational intelligence environment.