The BOXES Methodology Second Edition

The BOXES Methodology Second Edition PDF Author: David W. Russell
Publisher: Springer Nature
ISBN: 3030860698
Category : Technology & Engineering
Languages : en
Pages : 278

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Book Description
This book focuses on how the BOXES Methodology, which is based on the work of Donald Michie, is applied to ill-defined real-time control systems with minimal a priori knowledge of the system. The method is applied to a variety of systems including the familiar pole and cart. This second edition includes a new section that covers some further observations and thoughts, problems, and evolutionary extensions that the reader will find useful in their own implementation of the method. This second edition includes a new section on how to handle jittering about a system boundary which in turn causes replicated run times to become part of the learning mechanism. It also addresses the aging of data values using a forgetfulness factor that causes wrong values of merit to be calculated. Another question that is addressed is “Should a BOXES cell ever be considered fully trained and, if so, excluded from further dynamic updates”. Finally, it expands on how system boundaries may be shifted using data from many runs using an evolutionary paradigm.

The BOXES Methodology Second Edition

The BOXES Methodology Second Edition PDF Author: David W. Russell
Publisher: Springer Nature
ISBN: 3030860698
Category : Technology & Engineering
Languages : en
Pages : 278

Get Book Here

Book Description
This book focuses on how the BOXES Methodology, which is based on the work of Donald Michie, is applied to ill-defined real-time control systems with minimal a priori knowledge of the system. The method is applied to a variety of systems including the familiar pole and cart. This second edition includes a new section that covers some further observations and thoughts, problems, and evolutionary extensions that the reader will find useful in their own implementation of the method. This second edition includes a new section on how to handle jittering about a system boundary which in turn causes replicated run times to become part of the learning mechanism. It also addresses the aging of data values using a forgetfulness factor that causes wrong values of merit to be calculated. Another question that is addressed is “Should a BOXES cell ever be considered fully trained and, if so, excluded from further dynamic updates”. Finally, it expands on how system boundaries may be shifted using data from many runs using an evolutionary paradigm.

Book Art Studio Handbook

Book Art Studio Handbook PDF Author: Stacie Dolin
Publisher: Quarry Books
ISBN: 1610586204
Category : Crafts & Hobbies
Languages : en
Pages : 161

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Book Description
DIVHow to Make Books, Albums, Slipcases, and More /divDIVThere’s nothing like making your own sketchbook, or wrapping a favorite book in the perfect homemade slipcase. And you can create it all yourself! Select the tools and materials you’ll need, master basic book-binding techniques, and practice your new skills on 12 eye-catching projects. Then explore the gallery of variations for more inspiration to make each book form your own. Whether you’re an experienced book binder or new to the art,Book Art Studio Handbookwill help you take your books to the next level./divDIV/divDIVWithBook Art Studio Handbook, you’ll learn how to:/divDIV/divDIV-Set up your workspace or studio/divDIV-Choose the right board, paper, book cloth, and other supplies for your project/divDIV-Fold a textblock, make a sewing template, glue a cover, and practice other essential techniques/divDIV-Create albums: Imagine your photos in an Accordion Album with Frames, for example/divDIV- Create books: How about a flexible Tacketed Book to customize?/divDIV-Create enclosures: From Slipcase to French Box/divDIV-Challenge yourself: Try your hand at an advanced project, such as a Travel Journal/div

Interpretable Machine Learning

Interpretable Machine Learning PDF Author: Christoph Molnar
Publisher: Lulu.com
ISBN: 0244768528
Category : Computers
Languages : en
Pages : 320

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Book Description
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.

Response Surface Methodology

Response Surface Methodology PDF Author: Raymond H. Myers
Publisher: John Wiley & Sons
ISBN: 1118210476
Category : Science
Languages : en
Pages : 596

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Book Description
Praise for the Second Edition: "This book [is for] anyone who would like a good, solid understanding of response surface methodology. The book is easy to read, easy to understand, and very applicable. The examples are excellent and facilitate learning of the concepts and methods." —Journal of Quality Technology Complete with updates that capture the important advances in the field of experimental design, Response Surface Methodology, Third Edition successfully provides a basic foundation for understanding and implementing response surface methodology (RSM) in modern applications. The book continues to outline the essential statistical experimental design fundamentals, regression modeling techniques, and elementary optimization methods that are needed to fit a response surface model from experimental data. With its wealth of new examples and use of the most up-to-date software packages, this book serves as a complete and modern introduction to RSM and its uses across scientific and industrial research. This new edition maintains its accessible approach to RSM, with coverage of classical and modern response surface designs. Numerous new developments in RSM are also treated in full, including optimal designs for RSM, robust design, methods for design evaluation, and experiments with restrictions on randomization as well as the expanded integration of these concepts into computer software. Additional features of the Third Edition include: Inclusion of split-plot designs in discussion of two-level factorial designs, two-level fractional factorial designs, steepest ascent, and second-order models A new section on the Hoke design for second-order response surfaces New material on experiments with computer models Updated optimization techniques useful in RSM, including multiple responses Thorough treatment of presented examples and experiments using JMP 7, Design-Expert Version 7, and SAS software packages Revised and new exercises at the end of each chapter An extensive references section, directing the reader to the most current RSM research Assuming only a fundamental background in statistical models and matrix algebra, Response Surface Methodology, Third Edition is an ideal book for statistics, engineering, and physical sciences courses at the upper-undergraduate and graduate levels. It is also a valuable reference for applied statisticians and practicing engineers.

Qualitative Research from Start to Finish, First Edition

Qualitative Research from Start to Finish, First Edition PDF Author: Robert K. Yin
Publisher: Guilford Press
ISBN: 1606239783
Category : Education
Languages : en
Pages : 369

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Book Description
This lively, practical text presents a fresh and comprehensive approach to doing qualitative research. The book offers a unique balance of theory and clear-cut choices for customizing every phase of a qualitative study. A scholarly mix of classic and contemporary studies from multiple disciplines provides compelling, field-based examples of the full range of qualitative approaches. Readers learn about adaptive ways of designing studies, collecting data, analyzing data, and reporting findings. Key aspects of the researcher's craft are addressed, such as fieldwork options, the five phases of data analysis (with and without using computer-based software), and how to incorporate the researcher's “declarative” and “reflective” selves into a final report. Ideal for graduate-level courses, the text includes:* Discussions of ethnography, grounded theory, phenomenology, feminist research, and other approaches.* Instructions for creating a study bank to get a new study started.* End-of-chapter exercises and a semester-long, field-based project.* Quick study boxes, research vignettes, sample studies, and a glossary.* Previews for sections within chapters, and chapter recaps.* Discussion of the place of qualitative research among other social science methods, including mixed methods research.

BDD in Action

BDD in Action PDF Author: John Smart
Publisher: Simon and Schuster
ISBN: 1638353212
Category : Computers
Languages : en
Pages : 563

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Book Description
Summary BDD in Action teaches you the Behavior-Driven Development model and shows you how to integrate it into your existing development process. First you'll learn how to apply BDD to requirements analysis to define features that focus your development efforts on underlying business goals. Then, you'll discover how to automate acceptance criteria and use tests to guide and report on the development process. Along the way, you'll apply BDD principles at the coding level to write more maintainable and better documented code. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology You can't write good software if you don't understand what it's supposed to do. Behavior-Driven Development (BDD) encourages teams to use conversation and concrete examples to build up a shared understanding of how an application should work and which features really matter. With an emerging body of best practices and sophisticated new tools that assist in requirement analysis and test automation, BDD has become a hot, mainstream practice. About the Book BDD in Action teaches you BDD principles and practices and shows you how to integrate them into your existing development process, no matter what language you use. First, you'll apply BDD to requirements analysis so you can focus your development efforts on underlying business goals. Then, you'll discover how to automate acceptance criteria and use tests to guide and report on the development process. Along the way, you'll apply BDD principles at the coding level to write more maintainable and better documented code. No prior experience with BDD is required. What's Inside BDD theory and practice How BDD will affect your team BDD for acceptance, integration, and unit testing Examples in Java, .NET, JavaScript, and more Reporting and living documentation About the Author John Ferguson Smart is a specialist in BDD, automated testing, and software lifecycle development optimization. Table of Contents PART 1: FIRST STEPS Building software that makes a difference BDD—the whirlwind tour PART 2: WHAT DO I WANT? DEFINING REQUIREMENTS USING BDD Understanding the business goals: Feature Injection and related techniques Defining and illustrating features From examples to executable specifications Automating the scenarios PART 3: HOW DO I BUILD IT? CODING THE BDD WAY From executable specifications to rock-solid automated acceptance tests Automating acceptance criteria for the UI layer Automating acceptance criteria for non-UI requirements BDD and unit testing PART 4: TAKING BDD FURTHER Living Documentation: reporting and project management BDD in the build process

Mixed Methods Research Outside the Box

Mixed Methods Research Outside the Box PDF Author: Joseph A. Maxwell
Publisher: SAGE Publications
ISBN: 1071925717
Category : Education
Languages : en
Pages : 88

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Book Description
In Mixed Methods Research Outside the Box, Joseph A. Maxwell shows readers how to carry out unconventional, yet effective, mixed methods research. Providing a new way to think about and combine qualitative and quantitative research, this readable text takes a broad view of mixed methods, revealing the largely unrecognized early history of mixed methods research and its current diversity across disciplines. Maxwell brings together work on combining qualitative and quantitative methods from a variety of disciplines and puts them in conversation with one another. He identifies mixed methods’ philosophical bases, presenting an "interactive" model of design that more closely integrates qualitative and quantitative elements and emphasizes the complementarity of qualitative and quantitative methods for understanding causation and generalization. Drawing from recent works on causation, integration, and philosophy of science, this text promotes innovations in mixed methods, such as process tracing in political science and design-based research in education. This groundbreaking book provides readers with a new way of thinking about, developing, and conducting mixed methods research.

The BOXES Methodology

The BOXES Methodology PDF Author: David W. Russell
Publisher: Springer Science & Business Media
ISBN: 1849965285
Category : Technology & Engineering
Languages : en
Pages : 226

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Book Description
Robust control mechanisms customarily require knowledge of the system’s describing equations which may be of the high order differential type. In order to produce these equations, mathematical models can often be derived and correlated with measured dynamic behavior. There are two flaws in this approach one is the level of inexactness introduced by linearizations and the other when no model is apparent. Several years ago a new genre of control systems came to light that are much less dependent on differential models such as fuzzy logic and genetic algorithms. Both of these soft computing solutions require quite considerable a priori system knowledge to create a control scheme and sometimes complicated training program before they can be implemented in a real world dynamic system. Michie and Chambers’ BOXES methodology created a black box system that was designed to control a mechanically unstable system with very little a priori system knowledge, linearization or approximation. All the method needed was some notion of maximum and minimum values for the state variables and a set of boundaries that divided each variable into an integer state number. The BOXES Methodology applies the method to a variety of systems including continuous and chaotic dynamic systems, and discusses how it may be possible to create a generic control method that is self organizing and adaptive that learns with the assistance of near neighbouring states. The BOXES Methodology introduces students at the undergraduate and master’s level to black box dynamic system control , and gives lecturers access to background materials that can be used in their courses in support of student research and classroom presentations in novel control systems and real-time applications of artificial intelligence. Designers are provided with a novel method of optimization and controller design when the equations of a system are difficult or unknown. Researchers interested in artificial intelligence (AI) research and models of the brain and practitioners from other areas of biology and technology are given an insight into how AI software can be written and adapted to operate in real-time.

Constructing and Covering Boxes

Constructing and Covering Boxes PDF Author: Tom Hollander
Publisher: Schiffer Craft
ISBN: 9780764358913
Category : Box craft
Languages : en
Pages : 0

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Book Description
The 2nd edition of the classic offers even more creative box examples and time-tested traditional-quality methods for book-art and multimedia craft lovers.

Constructing and Covering Boxes

Constructing and Covering Boxes PDF Author: Tom Hollander
Publisher: Schiffer Craft
ISBN: 9780764331589
Category : Box craft
Languages : en
Pages : 0

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Book Description
Decorative arts.