Machine Learning Applications In Software Engineering

Organizations and businesses strive toward excellence, and solutions to problems are based mostly on judgment and experience. However, increased competition and consumer demands require that the solutions be optimum and not just feasible. Theory leads to algorithms. Algorithms need to be translated into computer codes. Engineering problems need to be modeled. Optimum solutions are obtained using theory and computers, and then interpreted. Revised and expanded in its third edition, this textbook integrates theory, modeling, development of numerical methods, and problem solving, thus preparing students to apply optimization to real-world problems. This text covers a broad variety of optimization problems using: unconstrained, constrained, gradient, and non-gradient techniques; duality concepts; multi-objective optimization; linear, integer, geometric, and dynamic programming with applications; and finite element-based optimization. It is ideal for advanced undergraduate or graduate cours

"Logistics management is one of the primal topics of Industrial Engineering. This book is the second volume of a three-volume series on global logistic management and focuses on recent developments an

Metaheuristics exhibit desirable properties like simplicity, easy parallelizability and ready applicability to different types of optimization problems such as real parameter optimization, combinatori

The Soft Computing techniques, which are based on the information processing of biological systems are now massively used in the area of pattern recognition, making prediction & planning, as well

Nonlinear Approaches in Engineering Applications 2 focuses on the application of nonlinear approaches to different engineering and science problems. The selection of the topics for this book is based

The study and management of water resources - especially the quantitative approach taken through the science of hydraulics and hydrology - is becoming increasingly important as those resources are aff

Focusses on the industry and use of mathematical methods, in particular the Monte Carlo method as a tool that can support and improve the engineering of systems. The application of the Monte Carlo met

This second edition focuses on audio, image and video data, the three main types of input that machines deal with when interacting with the real world. A set of appendices provides the reader with sel

The extensive applications in the field of biomedical engineering are discussed in this profound book. Biomedical Engineering is an interesting and rising interdisciplinary field which integrates life

Tribology is basically defined as the study of friction, wear, lubrication, and the design of bearings; the science of interacting surfaces in relative motion. The objective of compiling this book was

Based on their own experiences of in-depth case studies of software projects in international corporations, in this book the authors present detailed practical guidelines on the preparation, conduct,

In a component-based approach for system design, one of the difficult problems is how to prove the correctness of the created components. Usually, the constituent components are supposed to be correct

A high-level introduction to new technologies andmethods in the field of software engineering Recent years have witnessed rapid evolution of software engineering methodologies, and until now, there h