Experimentation in Software Engineering

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Publisher : Springer Science & Business Media
ISBN 13 : 3642290442
Total Pages : 249 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Experimentation in Software Engineering by : Claes Wohlin

Download or read book Experimentation in Software Engineering written by Claes Wohlin and published by Springer Science & Business Media. This book was released on 2012-06-16 with total page 249 pages. Available in PDF, EPUB and Kindle. Book excerpt: Like other sciences and engineering disciplines, software engineering requires a cycle of model building, experimentation, and learning. Experiments are valuable tools for all software engineers who are involved in evaluating and choosing between different methods, techniques, languages and tools. The purpose of Experimentation in Software Engineering is to introduce students, teachers, researchers, and practitioners to empirical studies in software engineering, using controlled experiments. The introduction to experimentation is provided through a process perspective, and the focus is on the steps that we have to go through to perform an experiment. The book is divided into three parts. The first part provides a background of theories and methods used in experimentation. Part II then devotes one chapter to each of the five experiment steps: scoping, planning, execution, analysis, and result presentation. Part III completes the presentation with two examples. Assignments and statistical material are provided in appendixes. Overall the book provides indispensable information regarding empirical studies in particular for experiments, but also for case studies, systematic literature reviews, and surveys. It is a revision of the authors’ book, which was published in 2000. In addition, substantial new material, e.g. concerning systematic literature reviews and case study research, is introduced. The book is self-contained and it is suitable as a course book in undergraduate or graduate studies where the need for empirical studies in software engineering is stressed. Exercises and assignments are included to combine the more theoretical material with practical aspects. Researchers will also benefit from the book, learning more about how to conduct empirical studies, and likewise practitioners may use it as a “cookbook” when evaluating new methods or techniques before implementing them in their organization.

Experimentation Works

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Publisher : Harvard Business Press
ISBN 13 : 1633697118
Total Pages : 266 pages
Book Rating : 4.6/5 (336 download)

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Book Synopsis Experimentation Works by : Stefan H. Thomke

Download or read book Experimentation Works written by Stefan H. Thomke and published by Harvard Business Press. This book was released on 2020-02-18 with total page 266 pages. Available in PDF, EPUB and Kindle. Book excerpt: Don't fly blind. See how the power of experiments works for you. When it comes to improving customer experiences, trying out new business models, or developing new products, even the most experienced managers often get it wrong. They discover that intuition, experience, and big data alone don't work. What does? Running disciplined business experiments. And what if companies roll out new products or introduce new customer experiences without running these experiments? They fly blind. That's what Harvard Business School professor Stefan Thomke shows in this rigorously researched and eye-opening book. It guides you through best practices in business experimentation, illustrates how these practices work at leading companies, and answers some fundamental questions: What makes a good experiment? How do you test in online and brick-and-mortar businesses? In B2B and B2C? How do you build an experimentation culture? Also, best practice means running many experiments. Indeed, some hugely successful companies, such as Amazon, Booking.com, and Microsoft, run tens of thousands of controlled experiments annually, engaging millions of users. Thomke shows us how these and many other organizations prove that experimentation provides significant competitive advantage. How can managers create this capability at their own companies? Essential is developing an experimentation organization that prizes the science of testing and puts the discipline of experimentation at the center of its innovation process. While it once took companies years to develop the tools for such large-scale experiments, advances in technology have put these tools at the fingertips of almost any business professional. By combining the power of software and the rigor of controlled experiments, today's managers can make better decisions, create magical customer experiences, and generate big financial returns. Experimentation Works is your guidebook to a truly new way of thinking and innovating.

Social Experiments

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Publisher : SAGE
ISBN 13 : 9780761912958
Total Pages : 284 pages
Book Rating : 4.9/5 (129 download)

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Book Synopsis Social Experiments by : Larry L. Orr

Download or read book Social Experiments written by Larry L. Orr and published by SAGE. This book was released on 1999 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: Intended to provide a basic understanding not only of how to design and implement social experiments, but also of how to interpret their results once they are completed, author Larry L. Orr's Social Experiments is written in a friendly, how-to manner. Through the use of illustrative examples, how-to exhibits and cases, and boldface key words, Orr provides readers with a grounding in the experimental method, including the rational and ethical issues of random assignment; designs that best address alternative policy questions; maximizing the precision of the estimates; implementing the experiment in the field; data collection; estimating and interpreting program impacts, costs, and benefits; dealing with potential biases; and the use and misuse of experimental results in the policy process. This book will be useful not only to those who plan to conduct experiments, but also to the much larger group who will, at one time or another, want to understand the results of experimental evaluations.

Experimentation Matters

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Publisher : Harvard Business Press
ISBN 13 : 9781578517503
Total Pages : 336 pages
Book Rating : 4.5/5 (175 download)

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Book Synopsis Experimentation Matters by : Stefan H. Thomke

Download or read book Experimentation Matters written by Stefan H. Thomke and published by Harvard Business Press. This book was released on 2003 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Every company's ability to innovate depends on a process of experimentation whereby new products and services are created and existing ones improved. But the cost of experimentation often limits innovation. New technologies--including computer modeling and simulation--promise to lift that constraint by changing the economics of experimentation. Never before has it been so economically feasible to ask "what-if" questions and generate preliminary answers. These technologies amplify the impact of learning, paving the way for higher R&D performance and innovation and new ways of creating value for customers.In Experimentation Matters, Stefan Thomke argues that to unlock such potential, companies must not only understand the power of experimentation and new technologies, but also change their processes, organization, and management of innovation. He explains why experimentation is so critical to innovation, underscores the impact of new technologies, and outlines what managers must do to integrate them successfully. Drawing on a decade of research in multiple industries as diverse as automotive, semiconductors, pharmaceuticals, chemicals, and banking, Thomke provides striking illustrations of how companies drive strategy and value creation by accommodating their organizations to new experimentation technologies.As in the outcome of any effective experiment, Thomke also reveals where that has not happened, and explains why. In particular, he shows managers how to: implement "front-loaded" innovation processes that identify potential problems before resources are committed and design decisions locked in; experiment and test frequently without overloading their organizations; integrate new technologies into the current innovation system; organize for rapid experimentation; fail early and often, but avoid wasteful "mistakes"; and manage projects as experiments.Pointing to the custom integrated circuit industry--a multibillion dollar market--Thomke also shows what happens when new experimentation technologies are taken beyond firm boundaries, thereby changing the way companies create new products and services with customers and suppliers. Probing and thoughtful, Experimentation Matters will influence how both executives and academics think about experimentation in general and innovation processes in particular. Experimentation has always been the engine of innovation, and Thomke reveals how it works today.

Social Experimentation, Program Evaluation, and Public Policy

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Publisher : John Wiley & Sons
ISBN 13 : 1444307401
Total Pages : 539 pages
Book Rating : 4.4/5 (443 download)

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Book Synopsis Social Experimentation, Program Evaluation, and Public Policy by : Maureen A. Pirog

Download or read book Social Experimentation, Program Evaluation, and Public Policy written by Maureen A. Pirog and published by John Wiley & Sons. This book was released on 2009-04-27 with total page 539 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume provides a single collection some of the best articles on social experimentation and program evaluation that have appeared in the Journal of Policy Analysis and Management (JPAM). Provides exposure to a variety of well-executed social experiments and evaluations for evidence-based public policy Examines the theory and conduct of evaluations and social experiments as they relate to their practical implementation in evidence-based policy making Provides exposure to the fundamental issues surrounding the conduct of evaluations as well as to the relative merits of social experiments and the ethics and use of evaluations

Experimental Evaluation Design for Program Improvement

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Publisher : SAGE Publications
ISBN 13 : 150639003X
Total Pages : 85 pages
Book Rating : 4.5/5 (63 download)

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Book Synopsis Experimental Evaluation Design for Program Improvement by : Laura R. Peck

Download or read book Experimental Evaluation Design for Program Improvement written by Laura R. Peck and published by SAGE Publications. This book was released on 2019-09-12 with total page 85 pages. Available in PDF, EPUB and Kindle. Book excerpt: The concepts of cause and effect are critical to the field of program evaluation. Experimentally-designed evaluations—those that randomize to treatment and control groups—offer a convincing means for establishing a causal connection between a program and its effects. Experimental Evaluation Design for Program Improvement considers a range of impact evaluation questions, particularly those questions that focus on the impact of specific aspects of a program. Laura R. Peck shows how a variety of experimental evaluation design options can provide answers to these questions, and she suggests opportunities for experiments to be applied in more varied settings and focused on program improvement efforts.

Experimentation for Engineers

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Publisher : Simon and Schuster
ISBN 13 : 1638356904
Total Pages : 246 pages
Book Rating : 4.6/5 (383 download)

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Book Synopsis Experimentation for Engineers by : David Sweet

Download or read book Experimentation for Engineers written by David Sweet and published by Simon and Schuster. This book was released on 2023-03-21 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: Optimize the performance of your systems with practical experiments used by engineers in the world’s most competitive industries. In Experimentation for Engineers: From A/B testing to Bayesian optimization you will learn how to: Design, run, and analyze an A/B test Break the "feedback loops" caused by periodic retraining of ML models Increase experimentation rate with multi-armed bandits Tune multiple parameters experimentally with Bayesian optimization Clearly define business metrics used for decision-making Identify and avoid the common pitfalls of experimentation Experimentation for Engineers: From A/B testing to Bayesian optimization is a toolbox of techniques for evaluating new features and fine-tuning parameters. You’ll start with a deep dive into methods like A/B testing, and then graduate to advanced techniques used to measure performance in industries such as finance and social media. Learn how to evaluate the changes you make to your system and ensure that your testing doesn’t undermine revenue or other business metrics. By the time you’re done, you’ll be able to seamlessly deploy experiments in production while avoiding common pitfalls. About the technology Does my software really work? Did my changes make things better or worse? Should I trade features for performance? Experimentation is the only way to answer questions like these. This unique book reveals sophisticated experimentation practices developed and proven in the world’s most competitive industries that will help you enhance machine learning systems, software applications, and quantitative trading solutions. About the book Experimentation for Engineers: From A/B testing to Bayesian optimization delivers a toolbox of processes for optimizing software systems. You’ll start by learning the limits of A/B testing, and then graduate to advanced experimentation strategies that take advantage of machine learning and probabilistic methods. The skills you’ll master in this practical guide will help you minimize the costs of experimentation and quickly reveal which approaches and features deliver the best business results. What's inside Design, run, and analyze an A/B test Break the “feedback loops” caused by periodic retraining of ML models Increase experimentation rate with multi-armed bandits Tune multiple parameters experimentally with Bayesian optimization About the reader For ML and software engineers looking to extract the most value from their systems. Examples in Python and NumPy. About the author David Sweet has worked as a quantitative trader at GETCO and a machine learning engineer at Instagram. He teaches in the AI and Data Science master's programs at Yeshiva University. Table of Contents 1 Optimizing systems by experiment 2 A/B testing: Evaluating a modification to your system 3 Multi-armed bandits: Maximizing business metrics while experimenting 4 Response surface methodology: Optimizing continuous parameters 5 Contextual bandits: Making targeted decisions 6 Bayesian optimization: Automating experimental optimization 7 Managing business metrics 8 Practical considerations

The Power of Experiments

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Publisher : MIT Press
ISBN 13 : 0262542277
Total Pages : 229 pages
Book Rating : 4.2/5 (625 download)

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Book Synopsis The Power of Experiments by : Michael Luca

Download or read book The Power of Experiments written by Michael Luca and published by MIT Press. This book was released on 2021-03-02 with total page 229 pages. Available in PDF, EPUB and Kindle. Book excerpt: How tech companies like Google, Airbnb, StubHub, and Facebook learn from experiments in our data-driven world—an excellent primer on experimental and behavioral economics Have you logged into Facebook recently? Searched for something on Google? Chosen a movie on Netflix? If so, you've probably been an unwitting participant in a variety of experiments—also known as randomized controlled trials—designed to test the impact of different online experiences. Once an esoteric tool for academic research, the randomized controlled trial has gone mainstream. No tech company worth its salt (or its share price) would dare make major changes to its platform without first running experiments to understand how they would influence user behavior. In this book, Michael Luca and Max Bazerman explain the importance of experiments for decision making in a data-driven world. Luca and Bazerman describe the central role experiments play in the tech sector, drawing lessons and best practices from the experiences of such companies as StubHub, Alibaba, and Uber. Successful experiments can save companies money—eBay, for example, discovered how to cut $50 million from its yearly advertising budget—or bring to light something previously ignored, as when Airbnb was forced to confront rampant discrimination by its hosts. Moving beyond tech, Luca and Bazerman consider experimenting for the social good—different ways that governments are using experiments to influence or “nudge” behavior ranging from voter apathy to school absenteeism. Experiments, they argue, are part of any leader's toolkit. With this book, readers can become part of “the experimental revolution.”

Experimental Thinking

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Publisher : Cambridge University Press
ISBN 13 : 1108997988
Total Pages : 229 pages
Book Rating : 4.1/5 (89 download)

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Book Synopsis Experimental Thinking by : James N. Druckman

Download or read book Experimental Thinking written by James N. Druckman and published by Cambridge University Press. This book was released on 2022-05-12 with total page 229 pages. Available in PDF, EPUB and Kindle. Book excerpt: Experiments are a central methodology in the social sciences. Scholars from every discipline regularly turn to experiments. Practitioners rely on experimental evidence in evaluating social programs, policies, and institutions. This book is about how to “think” about experiments. It argues that designing a good experiment is a slow moving process (given the host of considerations) which is counter to the current fast moving temptations available in the social sciences. The book includes discussion of the place of experiments in the social science process, the assumptions underlying different types of experiments, the validity of experiments, the application of different designs, how to arrive at experimental questions, the role of replications in experimental research, and the steps involved in designing and conducting “good” experiments. The goal is to ensure social science research remains driven by important substantive questions and fully exploits the potential of experiments in a thoughtful manner.

Quality Improvement Through Planned Experimentation 3E (PB)

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Publisher : McGraw Hill Professional
ISBN 13 : 0071759670
Total Pages : 497 pages
Book Rating : 4.0/5 (717 download)

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Book Synopsis Quality Improvement Through Planned Experimentation 3E (PB) by : Ronald Moen

Download or read book Quality Improvement Through Planned Experimentation 3E (PB) written by Ronald Moen and published by McGraw Hill Professional. This book was released on 2012-06-05 with total page 497 pages. Available in PDF, EPUB and Kindle. Book excerpt: The latest experimental design techniques for quality improvement "The methods taught in this book are a major contribution to statistical methods as an aid to engineers, as well as to those in industry, education, or government who are trying to understand the meaning of fi gures derived from comparisons or experiments." -- W. EDWARDS DEMING Co-written by three recipients of the Deming Medal awarded by the American Society for Quality (ASQ), Quality Improvement through Planned Experimentation, Third Edition discusses the principles and methodologies for planning and conducting experiments to improve products, processes, or systems. Fully revised with up-to-date case studies and incorporating new software, this authoritative guide fosters the sequential building of knowledge essential for implementing effective improvements. End-of-chapter exercises reinforce what you've learned, and forms for designing planned experiments help you to integrate the methods in the book into your daily work. The methods of planned experimentation provide an opportunity to better meet the needs of customers, reduce costs, and increase productivity by effecting verifiably beneficial changes. COVERAGE INCLUDES: * Improvement of quality * Principles for design and analysis of planned experiments * Experiments with one factor * Experiments with more than one factor * Reducing the size of experiments * Evaluating sources of variation * Sequential experimentation * Using a time series response variable * Designs with factors at more than two levels * Applications in health care * New product design NEW: Study-it software available for download!

Experimentation with Human Beings

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Publisher : Russell Sage Foundation
ISBN 13 : 1610448340
Total Pages : 1210 pages
Book Rating : 4.6/5 (14 download)

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Book Synopsis Experimentation with Human Beings by : Jay Katz

Download or read book Experimentation with Human Beings written by Jay Katz and published by Russell Sage Foundation. This book was released on 1972-07-24 with total page 1210 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years, increasing concern has been voiced about the nature and extent of human experimentation and its impact on the investigator, subject, science, and society. This casebook represents the first attempt to provide comprehensive materials for studying the human experimentation process. Through case studies from medicine, biology, psychology, sociology, and law—as well as evaluative materials from many other disciplines—Dr. Katz examines the problems raised by human experimentation from the vantage points of each of its major participants—investigator, subject, professions, and state. He analyzes what kinds of authority should be delegated to these participants in the formulation, administration, and review of the human experimentation process. Alternative proposals, from allowing investigators a completely free hand to imposing centralized governmental control, are examined from both theoretical and practical perspectives. The conceptual framework of Experimentation with Human Beings is designed to facilitate not only the analysis of such concepts as "harm," "benefit," and "informed consent," but also the exploration of the problems raised by man's quest for knowledge and mastery, his willingness to risk human life, and his readiness to delegate authority to professionals and rely on their judgment.

Experimental Social Programs and Analytic Methods

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Publisher : Elsevier
ISBN 13 : 1483267466
Total Pages : 249 pages
Book Rating : 4.4/5 (832 download)

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Book Synopsis Experimental Social Programs and Analytic Methods by : Alexander Basilevsky

Download or read book Experimental Social Programs and Analytic Methods written by Alexander Basilevsky and published by Elsevier. This book was released on 2013-10-22 with total page 249 pages. Available in PDF, EPUB and Kindle. Book excerpt: Experimental Social Programs and Analytic Methods: An Evaluation of the U.S. Income Maintenance Projects examines the statistical and econometric research on work disincentive effects reported by a series of social experiments that explore the economic and social consequences of a guaranteed income program. This book provides a comparative description of the several experimental designs and labor supply results, including a general discussion of methodological issues common to the social experiments. The Conlisk-Watts model for sample assignment and labor supply findings from both an econometric and statistical perspective are also elaborated. This text likewise presents an updated survey of the work response findings from the American negative income tax experiments. This publication is intended for professionals and students in econometrics, labor economics, statistics, and quantitative research, but is also valuable to policy analysts and others concerned with social welfare reform and public administration.

A Cooperative Program of Experiments Involving Changes in Railroad Operations

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Publisher :
ISBN 13 :
Total Pages : 168 pages
Book Rating : 4.E/5 ( download)

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Book Synopsis A Cooperative Program of Experiments Involving Changes in Railroad Operations by : Labor/Management Task Force on Rail Transportation. St. Louis Project Team

Download or read book A Cooperative Program of Experiments Involving Changes in Railroad Operations written by Labor/Management Task Force on Rail Transportation. St. Louis Project Team and published by . This book was released on 1976 with total page 168 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Experimental Research Program in Cloud Modification

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Publisher :
ISBN 13 :
Total Pages : 216 pages
Book Rating : 4.:/5 (31 download)

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Book Synopsis Experimental Research Program in Cloud Modification by : United States. Congress. Senate. Committee on Interstate and Foreign Commerce

Download or read book Experimental Research Program in Cloud Modification written by United States. Congress. Senate. Committee on Interstate and Foreign Commerce and published by . This book was released on 1957 with total page 216 pages. Available in PDF, EPUB and Kindle. Book excerpt: Considers legislation to authorize Advisory Committee on Weather Control cooperative cloud seeding research program with states, universities, and private organizations.

Experiments in Public Management Research

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Publisher : Cambridge University Press
ISBN 13 : 110716205X
Total Pages : 549 pages
Book Rating : 4.1/5 (71 download)

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Book Synopsis Experiments in Public Management Research by : Oliver James

Download or read book Experiments in Public Management Research written by Oliver James and published by Cambridge University Press. This book was released on 2017-07-27 with total page 549 pages. Available in PDF, EPUB and Kindle. Book excerpt: An overview of experimental research and methods in public management, and their impact on theory, research practices and substantive knowledge.

Sequential Experimentation in Clinical Trials

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Publisher : Springer Science & Business Media
ISBN 13 : 1461461146
Total Pages : 250 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Sequential Experimentation in Clinical Trials by : Jay Bartroff

Download or read book Sequential Experimentation in Clinical Trials written by Jay Bartroff and published by Springer Science & Business Media. This book was released on 2012-12-12 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sequential Experimentation in Clinical Trials: Design and Analysis is developed from decades of work in research groups, statistical pedagogy, and workshop participation. Different parts of the book can be used for short courses on clinical trials, translational medical research, and sequential experimentation. The authors have successfully used the book to teach innovative clinical trial designs and statistical methods for Statistics Ph.D. students at Stanford University. There are additional online supplements for the book that include chapter-specific exercises and information. Sequential Experimentation in Clinical Trials: Design and Analysis covers the much broader subject of sequential experimentation that includes group sequential and adaptive designs of Phase II and III clinical trials, which have attracted much attention in the past three decades. In particular, the broad scope of design and analysis problems in sequential experimentation clearly requires a wide range of statistical methods and models from nonlinear regression analysis, experimental design, dynamic programming, survival analysis, resampling, and likelihood and Bayesian inference. The background material in these building blocks is summarized in Chapter 2 and Chapter 3 and certain sections in Chapter 6 and Chapter 7. Besides group sequential tests and adaptive designs, the book also introduces sequential change-point detection methods in Chapter 5 in connection with pharmacovigilance and public health surveillance. Together with dynamic programming and approximate dynamic programming in Chapter 3, the book therefore covers all basic topics for a graduate course in sequential analysis designs.

Compendium of Meteorological Space Programs, Satellites and Experiments

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Publisher :
ISBN 13 :
Total Pages : 364 pages
Book Rating : 4.:/5 (3 download)

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Book Synopsis Compendium of Meteorological Space Programs, Satellites and Experiments by : Leland L. Dubach

Download or read book Compendium of Meteorological Space Programs, Satellites and Experiments written by Leland L. Dubach and published by . This book was released on 1988 with total page 364 pages. Available in PDF, EPUB and Kindle. Book excerpt: