Artificial Neural Network Training and Software Implementation Techniques

Artificial Neural Network Training and Software Implementation Techniques PDF Author: Ali Kattan
Publisher: Nova Novinka
ISBN: 9781611229905
Category : Computers
Languages : en
Pages : 58

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Book Description
Artificial neural networks (ANN) are widely used in diverse fields of science and industry. Though there have been numerous techniques used for their implementations, the choice of a specific implementation is subjected to different factors including cost, accuracy, processing speed and overall performance. Featured with synaptic plasticity, the process of training is concerned with adjusting the individual weights between each of the individual ANN neurons until we can achieve close to the desired output. This book introduces the common trajectory-driven and evolutionary-based ANN training algorithms.

Artificial Neural Network Training and Software Implementation Techniques

Artificial Neural Network Training and Software Implementation Techniques PDF Author: Ali Kattan
Publisher: Nova Novinka
ISBN: 9781611229905
Category : Computers
Languages : en
Pages : 58

Get Book Here

Book Description
Artificial neural networks (ANN) are widely used in diverse fields of science and industry. Though there have been numerous techniques used for their implementations, the choice of a specific implementation is subjected to different factors including cost, accuracy, processing speed and overall performance. Featured with synaptic plasticity, the process of training is concerned with adjusting the individual weights between each of the individual ANN neurons until we can achieve close to the desired output. This book introduces the common trajectory-driven and evolutionary-based ANN training algorithms.

A Philosophy of Software Design

A Philosophy of Software Design PDF Author: John K. Ousterhout
Publisher:
ISBN: 9781732102217
Category : Computer programs
Languages : en
Pages : 0

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Book Description
"This book addresses the topic of software design: how to decompose complex software systems into modules (such as classes and methods) that can be implemented relatively independently. The book first introduces the fundamental problem in software design, which is managing complexity. It then discusses philosophical issues about how to approach the software design process and it presents a collection of design principles to apply during software design. The book also introduces a set of red flags that identify design problems. You can apply the ideas in this book to minimize the complexity of large software systems, so that you can write software more quickly and cheaply."--Amazon.

Software Reuse: Methods, Techniques, and Tools

Software Reuse: Methods, Techniques, and Tools PDF Author: Cristina Gacek
Publisher: Springer
ISBN: 3540460209
Category : Computers
Languages : en
Pages : 365

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Book Description
As a result of the open-source movement there is now a great deal of reusable software available in the public domain. This offers significant functionality that commercial software vendors can use in their software projects. Open-source approaches to software development have illustrated that complex, mission critical software can be developed by distributed teams of developers sharing a common goal. Commercial software vendors have an opportunity to both learn from the op- source community as well as leverage that knowledge for the benefit of its commercial clients. Nonetheless, the open-source movement is a diverse collection of ideas, knowledge, techniques, and solutions. As a result, it is far from clear how these approaches should be applied to commercial software engineering. This paper has looked at many of the dimensions of the open-source movement, and provided an analysis of the different opportunities available to commercial software vendors. References and Notes 1. It can be argued that the open-source community has produced really only two essential 9 products -- Apache (undeniably the most popular web server) and Linux although both are essentially reincarnations of prior systems. Both are also somewhat products of their times: Apache filled a hole in the then emerging Web, at a time no platform vendor really knew how to step in, and Linux filled a hole in the fragmented Unix market, colored by the community s general anger against Microsoft. 2.Evans Marketing Services, Linux Developers Survey, Volume 1, March 2000.

Software Reuse: Methods, Techniques, and Tools

Software Reuse: Methods, Techniques, and Tools PDF Author: Jan Bosch
Publisher: Springer Science & Business Media
ISBN: 3540223355
Category : Business & Economics
Languages : en
Pages : 349

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Book Description
This book constitutes the refereed proceedings of the 8th International Conference on Software Reuse, ICSR-8, held in Madrid, Spain in July 2004. The 28 revised full papers presented were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections on software variability: requirements; testing reusable software; feature modeling; aspect-oriented software development; component and service development; code level reuse; libraries, classification, and retrieval; model-based approaches; transformation and generation; and requirements.

Computational Intelligence Techniques and Their Applications to Software Engineering Problems

Computational Intelligence Techniques and Their Applications to Software Engineering Problems PDF Author: Ankita Bansal
Publisher: CRC Press
ISBN: 1000191923
Category : Computers
Languages : en
Pages : 267

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Book Description
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

Algebraic Specification Techniques and Tools for Software Development

Algebraic Specification Techniques and Tools for Software Development PDF Author: Ingo Classen
Publisher: World Scientific
ISBN: 9789810212278
Category : Computers
Languages : en
Pages : 268

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Book Description
The intention of this book is to show how algebraic specification methods can be used for software development to support reliability, modifiability and reusability. These methods are introduced by parameterized and module specifications through practical examples and case studies using algebraic specification languages and tools developed at TU Berlin.

Generative and Transformational Techniques in Software Engineering

Generative and Transformational Techniques in Software Engineering PDF Author: Ralf Lämmel
Publisher: Springer
ISBN: 354046235X
Category : Computers
Languages : en
Pages : 476

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Book Description
This tutorial book presents an augmented selection of material presented at the International Summer School on Generative and Transformational Techniques in Software Engineering, GTTSE 2005. The book comprises 7 tutorial lectures presented together with 8 technology presentations and 6 contributions to the participants workshop. The tutorials combine foundations, methods, examples, and tool support. Subjects covered include feature-oriented programming and the AHEAD tool suite; program transformation with reflection and aspect-oriented programming, and more.

Software Engineering Techniques

Software Engineering Techniques PDF Author: Zbigniev Huzar
Publisher: Springer Science & Business Media
ISBN: 3642223850
Category : Computers
Languages : en
Pages : 300

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Book Description
This book constitutes the thoroughly refereed post-conference proceedings of the Second IFIP TC 2 Central and East-European Conference on Software Engineering Techniques, CEE-SET 2008, held in Brno, Czech Republic, in October 2008. The 20 revised full papers presented together with a keynote speech were carefully reviewed and selected from 69 initial submissions. The papers are organized in topical sections on requirements specification, design, modeling, software product lines, code generation, project management, and quality.

Systematic Software Testing

Systematic Software Testing PDF Author: Rick David Craig
Publisher: Artech House
ISBN: 9781580537926
Category : Computers
Languages : en
Pages : 584

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Book Description
Gain an in-depth understanding of software testing management and process issues that are critical for delivering high-quality software on time and within budget. Written by leading experts in the field, this book offers those involved in building and maintaining complex, mission-critical software systems a flexible, risk-based process to improve their software testing capabilities. Whether your organization currently has a well-defined testing process or almost no process, Systematic Software Testing provides unique insights into better ways to test your software.This book describes how to use a preventive method of testing, which parallels the software development lifecycle, and explains how to create and subsequently use test plans, test design, and test metrics. Detailed instructions are presented to help you decide what to test, how to prioritize tests, and when testing is complete. Learn how to conduct risk analysis and measure test effectiveness to maximize the efficiency of your testing efforts. Because organizational structure, the right people, and management are keys to better software testing, Systematic Software Testing explains these issues with the insight of the authorsOCO more than 25 years of experience."

New Trends in Software Methodologies, Tools and Techniques

New Trends in Software Methodologies, Tools and Techniques PDF Author: Hamido Fujita
Publisher: IOS Press
ISBN: 1586039164
Category : Computers
Languages : en
Pages : 456

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Book Description
"New Trends in Software Methodologies, Tools and Techniques, as part of the SoMeT series, contributes to new trends and theories in the direction in which the editors believe software science and engineering may develop in order to transform the role of software and science integration in tomorrow s global information society. This book is an attempt to capture the essence of a new state-of-the-art in software science and its supporting technology. Aiming at identifying the challenges such a technology has to master. It contains extensively reviewed papers given at the Seventh International Conference on New Trends in Software Methodology Tools, and Techniques (SoMeT08) held in Sharjah, United Arab Emirates. One of the important issues addressed in this book is handling cognitive issues on software development to adapt to user mental state. Tools and techniques have been contributed here. Another aspect challenged in this conference was intelligent software design in software security. This book, and the series, will also contribute to the elaboration on such new trends and related academic research studies and development."--BOOK JACKET.