Enhancing Software Fault Prediction With Machine Learning Emerging Research And Opportunities PDF Download
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| Author | : Rashid, Ekbal |
| Publisher | : IGI Global |
| Total Pages | : 129 |
| Release | : 2017-09-13 |
| Genre | : Computers |
| ISBN | : 1522531866 |
Download Enhancing Software Fault Prediction With Machine Learning: Emerging Research and Opportunities Book in PDF, ePub and Kindle
Software development and design is an intricate and complex process that requires a multitude of steps to ultimately create a quality product. One crucial aspect of this process is minimizing potential errors through software fault prediction. Enhancing Software Fault Prediction With Machine Learning: Emerging Research and Opportunities is an innovative source of material on the latest advances and strategies for software quality prediction. Including a range of pivotal topics such as case-based reasoning, rate of improvement, and expert systems, this book is an ideal reference source for engineers, researchers, academics, students, professionals, and practitioners interested in novel developments in software design and analysis.
| Author | : Sandeep Kumar |
| Publisher | : Springer |
| Total Pages | : 72 |
| Release | : 2018-06-06 |
| Genre | : Computers |
| ISBN | : 9811087156 |
Download Software Fault Prediction Book in PDF, ePub and Kindle
This book focuses on exploring the use of software fault prediction in building reliable and robust software systems. It is divided into the following chapters: Chapter 1 presents an introduction to the study and also introduces basic concepts of software fault prediction. Chapter 2 explains the generalized architecture of the software fault prediction process and discusses its various components. In turn, Chapter 3 provides detailed information on types of fault prediction models and discusses the latest literature on each model. Chapter 4 describes the software fault datasets and diverse issues concerning fault datasets when building fault prediction models. Chapter 5 presents a study evaluating different techniques on the basis of their performance for software fault prediction. Chapter 6 presents another study evaluating techniques for predicting the number of faults in the software modules. In closing, Chapter 7 provides a summary of the topics discussed. The book will be of immense benefit to all readers who are interested in starting research in this area. In addition, it offers experienced researchers a valuable overview of the latest work in this area.
| Author | : Azar, Ahmad Taher |
| Publisher | : IGI Global |
| Total Pages | : 680 |
| Release | : 2018-02-09 |
| Genre | : Computers |
| ISBN | : 1522540784 |
Download Advances in System Dynamics and Control Book in PDF, ePub and Kindle
Complex systems are pervasive in many areas of science. With the increasing requirement for high levels of system performance, complex systems has become an important area of research due to its role in many industries. Advances in System Dynamics and Control provides emerging research on the applications in the field of control and analysis for complex systems, with a special emphasis on how to solve various control design and observer design problems, nonlinear systems, interconnected systems, and singular systems. Featuring coverage on a broad range of topics, such as adaptive control, artificial neural network, and synchronization, this book is an important resource for engineers, professionals, and researchers interested in applying new computational and mathematical tools for solving the complicated problems of mathematical modeling, simulation, and control.
| Author | : Tiwari, Vivek |
| Publisher | : IGI Global |
| Total Pages | : 396 |
| Release | : 2018-04-20 |
| Genre | : Computers |
| ISBN | : 1522538712 |
Download Handbook of Research on Pattern Engineering System Development for Big Data Analytics Book in PDF, ePub and Kindle
Due to the growing use of web applications and communication devices, the use of data has increased throughout various industries. It is necessary to develop new techniques for managing data in order to ensure adequate usage. The Handbook of Research on Pattern Engineering System Development for Big Data Analytics is a critical scholarly resource that examines the incorporation of pattern management in business technologies as well as decision making and prediction process through the use of data management and analysis. Featuring coverage on a broad range of topics such as business intelligence, feature extraction, and data collection, this publication is geared towards professionals, academicians, practitioners, and researchers seeking current research on the development of pattern management systems for business applications.
| Author | : Frank J. Furrer |
| Publisher | : Springer Nature |
| Total Pages | : 559 |
| Release | : 2022-07-20 |
| Genre | : Computers |
| ISBN | : 365837182X |
Download Safety and Security of Cyber-Physical Systems Book in PDF, ePub and Kindle
Cyber-physical systems (CPSs) consist of software-controlled computing devices communicating with each other and interacting with the physical world through sensors and actuators. Because most of the functionality of a CPS is implemented in software, the software is of crucial importance for the safety and security of the CPS. This book presents principle-based engineering for the development and operation of dependable software. The knowledge in this book addresses organizations that want to strengthen their methodologies to build safe and secure software for mission-critical cyber-physical systems. The book: • Presents a successful strategy for the management of vulnerabilities, threats, and failures in mission-critical cyber-physical systems; • Offers deep practical insight into principle-based software development (62 principles are introduced and cataloged into five categories: Business & organization, general principles, safety, security, and risk management principles); • Provides direct guidance on architecting and operating dependable cyber-physical systems for software managers and architects.
| Author | : Khosrow-Pour, Mehdi |
| Publisher | : IGI Global |
| Total Pages | : 318 |
| Release | : 2018-02-02 |
| Genre | : Computers |
| ISBN | : 1522553150 |
Download Optimizing Contemporary Application and Processes in Open Source Software Book in PDF, ePub and Kindle
As is true of most technological fields, the software industry is constantly advancing and becoming more accessible to a wider range of people. The advancement and accessibility of these systems creates a need for understanding and research into their development. Optimizing Contemporary Application and Processes in Open Source Software is a critical scholarly resource that examines the prevalence of open source software systems as well as the advancement and development of these systems. Featuring coverage on a wide range of topics such as machine learning, empirical software engineering and management, and open source, this book is geared toward academicians, practitioners, and researchers seeking current and relevant research on the advancement and prevalence of open source software systems.
| Author | : Xiao-Yuan Jing |
| Publisher | : Springer Nature |
| Total Pages | : 210 |
| Release | : 2024-01-17 |
| Genre | : Technology & Engineering |
| ISBN | : 9819928427 |
Download Intelligent Software Defect Prediction Book in PDF, ePub and Kindle
With the increasing complexity of and dependency on software, software products may suffer from low quality, high prices, be hard to maintain, etc. Software defects usually produce incorrect or unexpected results and behaviors. Accordingly, software defect prediction (SDP) is one of the most active research fields in software engineering and plays an important role in software quality assurance. Based on the results of SDP analyses, developers can subsequently conduct defect localization and repair on the basis of reasonable resource allocation, which helps to reduce their maintenance costs. This book offers a comprehensive picture of the current state of SDP research. More specifically, it introduces a range of machine-learning-based SDP approaches proposed for different scenarios (i.e., WPDP, CPDP, and HDP). In addition, the book shares in-depth insights into current SDP approaches’ performance and lessons learned for future SDP research efforts. We believe these theoretical analyses and emerging challenges will be of considerable interest to all researchers, graduate students, and practitioners who want to gain deeper insights into and/or find new research directions in SDP. It offers a comprehensive introduction to the current state of SDP and detailed descriptions of representative SDP approaches.
| Author | : Rudra Kumar |
| Publisher | : Partridge Publishing |
| Total Pages | : 60 |
| Release | : 2018-04-11 |
| Genre | : Computers |
| ISBN | : 1543702414 |
Download Defect Prediction in Software Development & Maintainence Book in PDF, ePub and Kindle
This book is a collection of taxonomy and review of contemporary model in the field of software development and maintenance. This book is basically the result of our passion toward the research of application of software engineering concepts. This work is derived from the need for accurate fault estimation in goals of quality programming and minimal maintenance overheads. State of art technologies have been discussed with respective experimental investigations and analysis. This work started out as a survey and then evolved according to our interest and proclivity into a work that emphasizes the aspects of software development. This book is intended to explain how the defect predictions are used to improve the quality of software development for easy analysis in a very simple way. It contains research that is useful to research scholars, engineers, and computing researchers.
| Author | : Suman Lata Tripathi |
| Publisher | : CRC Press |
| Total Pages | : 591 |
| Release | : 2024-08-29 |
| Genre | : Computers |
| ISBN | : 1040155693 |
Download Emerging Trends in IoT and Computing Technologies Book in PDF, ePub and Kindle
Second International Conference on Emerging Trends in IOT and Computing Technologies (ICEICT – 2023) is organised with a vision to address the various issues to promote the creation of intelligent solution for the future. It is expected that researchers will bring new prospects for collaboration across disciplines and gain ideas facilitating novel concepts. Second International Conference of Emerging Trends in IoT and Computer Technologies (ICEICT-2023) is an inventive event organised in Goel Institute of Technology and Management, Lucknow, India, with motive to make available an open International forum for the researches, academicians, technocrats, scientist, engineers, industrialist and students around the globe to exchange their innovations and share the research outcomes which may lead the young researchers, academicians and industrialist to contribute to the global society. The conference ICEICT- 2023 is being organised at Goel Institute of Technology and Management, Lucknow, Uttar Pradesh, during 12-13 January 2024. It will feature world-class keynote speakers, special sessions, along with the regular/oral paper presentations. The conference welcomes paper submissions from researcher, practitioners, academicians and students will cover numerous tracks in the field of Computer Science and Engineering and associated research areas.
| Author | : Dumka, Ankur |
| Publisher | : IGI Global |
| Total Pages | : 364 |
| Release | : 2018-02-16 |
| Genre | : Computers |
| ISBN | : 1522536418 |
Download Innovations in Software-Defined Networking and Network Functions Virtualization Book in PDF, ePub and Kindle
The advancement of technology is a standard of modern daily life, whether it be the release of a new cellphone, computer, or a self-driving car. Due to this constant advancement, the networks on which these technologies operate must advance as well. Innovations in Software-Defined Networking and Network Functions Virtualization is a critical scholarly publication that observes the advances made in network infrastructure through achieving cost efficacy while maintaining maximum flexibility for the formation and operation of these networks. Featuring coverage on a broad selection of topics, such as software-defined storage, openflow controller, and storage virtualization, this publication is geared toward professionals, computer engineers, academicians, students, and researchers seeking current and relevant research on the advancements made to network infrastructures.
