Prototyping is an approach used in evolutionary system development. In this book, the authors show which forms of prototyping can be employed to tackle which problems. They take a look at the tools used in everyday software development with a view to determining their suitability for prototyping, and attempt to elucidate prototyping as a methodological concept. Part I of the book looks at prototyping as an approach for constructing and evaluating models. Traditional approaches and phase-oriented life cycle plans are discussed. Prototyping overcomes fundamental problems associated with life cycle plans. The authors present their own concept of evolutionary system development. Part II shows to what extent technical support of evolutionary system development is possible. Various tools for supporting prototyping are discussed and prospective trends are indicated. Criteria are listed to help the reader choose between the various development environments currently available or likely to become available in the near future. Case studies are used to illustrate how prototype construction can be integrated in software projects.

"This conference will focus on the user-oriented development of information systems. Against a background of recent concepts for the implementation of distributed systems based on workstation computers, various communicational, organizational and social issues gain increasing importance in the construct ion of computer based information systems. There is an urgent need to integrate end-users and other affected groups into the development process. New strategies for system development are thus needed. " This was the beginning of the Call for Papers to the Working Conference on Prototyping. Working in the fields of user-oriented software construct ion and the analysis of communication problems between developers and users we, that is the GMD team involved in this conference and in preparing its Proceedings, sooner or later came across various new concepts to overcome the problems sketched above. Concepts focusing on the quick construct ion of an operative system such as "rapid prototyping" or concepts aiming at the human and organizational side of the development process such as "Systemeering". Even on a second look, the multitude of different approaches, terms and tools still caused confusion. But despite the differences every concept seemed to have something to do with "Prototyping". This, however, proved to be of little help to us, because the term "Prototyping" itself turned out to be quite "fuzzy". In this obviously confused situation we decided that it was time for a working con ference.

In our contemporary learning society, expectations about the contribution of education and training continue to rise. Moreover, the potential of information and communication technology (ICT) creates many challenges. These trends affect not only the aims, content and processes of learning, they also have a strong impact on educational design and development approaches in research and professional practices. Prominent researchers from the Netherlands and the USA present their latest findings on these issues in this volume. The major purpose of this book is to discuss current thinking on promising design approaches and to present innovative (computer-based) tools. The book aims to serve as a resource and reference work that will stimulate advancement in the field of education and training. It is intended to be useful in academic settings as well as for professionals in design and development practices.

"This conference will focus on the user-oriented development of information systems. Against a background of recent concepts for the implementation of distributed systems based on workstation computers, various communicational, organizational and social issues gain increasing importance in the construct ion of computer based information systems. There is an urgent need to integrate end-users and other affected groups into the development process. New strategies for system development are thus needed. " This was the beginning of the Call for Papers to the Working Conference on Prototyping. Working in the fields of user-oriented software construct ion and the analysis of communication problems between developers and users we, that is the GMD team involved in this conference and in preparing its Proceedings, sooner or later came across various new concepts to overcome the problems sketched above. Concepts focusing on the quick construct ion of an operative system such as "rapid prototyping" or concepts aiming at the human and organizational side of the development process such as "Systemeering". Even on a second look, the multitude of different approaches, terms and tools still caused confusion. But despite the differences every concept seemed to have something to do with "Prototyping". This, however, proved to be of little help to us, because the term "Prototyping" itself turned out to be quite "fuzzy". In this obviously confused situation we decided that it was time for a working con ference.

The cost of producing software worldwide now approaches $250 billion annually--much of it delivered late and over budget. This book offers a better way--prototyping. The author suggests incorporating the input of end-users early on, radically changing the software process itself. Controversial and highly readable.

""This is the single best book on software quality engineering and metrics that I've encountered."" --Capers Jones, from the Foreword"Metrics and Models in Software Quality Engineering, Second Edition," is the definitive book on this essential topic of software development. Comprehensive in scope with extensive industry examples, it shows how to measure software quality and use measurements to improve the software development process. Four major categories of quality metrics and models are addressed: quality management, software reliability and projection, complexity, and customer view. In addition, the book discusses the fundamentals of measurement theory, specific quality metrics and tools, and methods for applying metrics to the software development process.New chapters bring coverage of critical topics, including: In-process metrics for software testingMetrics for object-oriented software developmentAvailability metricsMethods for conducting in-process quality assessments and software project assessmentsDos and Don'ts of Software Process Improvement, by Patrick O'TooleUsing Function Point Metrics to Measure Software Process Improvement, by Capers Jones In addition to the excellent balance of theory, techniques, and examples, this book is highly instructive and practical, covering one of the most important topics in software development--quality engineering. 0201729156B08282002

This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.