Download or read book Interpretable Machine Learning written by Christoph Molnar and published by Lulu.com. This book was released on 2020 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Download or read book Software Modeling and Design written by Hassan Gomaa and published by Cambridge University Press. This book was released on 2011-02-21 with total page 577 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers all you need to know to model and design software applications from use cases to software architectures in UML and shows how to apply the COMET UML-based modeling and design method to real-world problems. The author describes architectural patterns for various architectures, such as broker, discovery, and transaction patterns for service-oriented architectures, and addresses software quality attributes including maintainability, modifiability, testability, traceability, scalability, reusability, performance, availability, and security. Complete case studies illustrate design issues for different software architectures: a banking system for client/server architecture, an online shopping system for service-oriented architecture, an emergency monitoring system for component-based software architecture, and an automated guided vehicle for real-time software architecture. Organized as an introduction followed by several short, self-contained chapters, the book is perfect for senior undergraduate or graduate courses in software engineering and design, and for experienced software engineers wanting a quick reference at each stage of the analysis, design, and development of large-scale software systems.
Download or read book Spatial Econometric Interaction Modelling written by Roberto Patuelli and published by Springer. This book was released on 2016-07-25 with total page 466 pages. Available in PDF, EPUB and Kindle. Book excerpt: This contributed volume applies spatial and space-time econometric methods to spatial interaction modeling. The first part of the book addresses general cutting-edge methodological questions in spatial econometric interaction modeling, which concern aspects such as coefficient interpretation, constrained estimation, and scale effects. The second part deals with technical solutions to particular estimation issues, such as intraregional flows, Bayesian PPML and VAR estimation. The final part presents a number of empirical applications, ranging from interregional tourism competition and domestic trade to space-time migration modeling and residential relocation.
Download or read book Interaction Effects in Linear and Generalized Linear Models written by Robert L. Kaufman and published by SAGE Publications. This book was released on 2018-09-06 with total page 427 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book is remarkable in its accessible treatment of interaction effects. Although this concept can be challenging for students (even those with some background in statistics), this book presents the material in a very accessible manner, with plenty of examples to help the reader understand how to interpret their results." –Nicole Kalaf-Hughes, Bowling Green State University Offering a clear set of workable examples with data and explanations, Interaction Effects in Linear and Generalized Linear Models is a comprehensive and accessible text that provides a unified approach to interpreting interaction effects. The book develops the statistical basis for the general principles of interpretive tools and applies them to a variety of examples, introduces the ICALC Toolkit for Stata, and offers a series of start-to-finish application examples to show students how to interpret interaction effects for a variety of different techniques of analysis, beginning with OLS regression. The author’s website provides a downloadable toolkit of Stata® routines to produce the calculations, tables, and graphics for each interpretive tool discussed. Also available are the Stata® dataset files to run the examples in the book.
Download or read book Gravity Models of Spatial Interaction Behavior written by Ashish Sen and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 586 pages. Available in PDF, EPUB and Kindle. Book excerpt: Gravity models describe, and hence help predict, spatial flows of commuters, air-travelers, migrants, commodities and even messages. They are one of the oldest and most widely used of all social science models. This book presents an up-to-date, consistent and unified approach to the theory, methods and application of the gravity model - which spans from the axiomatic foundations of such models all the way to practical hints for their use. "I have found no better general method for use in applied research dealing with spatial interaction... It is against this background that the present book by Sen and Smith is most welcomed." Walter Isard
Download or read book Statistical Rethinking written by Richard McElreath and published by CRC Press. This book was released on 2018-01-03 with total page 488 pages. Available in PDF, EPUB and Kindle. Book excerpt: Statistical Rethinking: A Bayesian Course with Examples in R and Stan builds readers’ knowledge of and confidence in statistical modeling. Reflecting the need for even minor programming in today’s model-based statistics, the book pushes readers to perform step-by-step calculations that are usually automated. This unique computational approach ensures that readers understand enough of the details to make reasonable choices and interpretations in their own modeling work. The text presents generalized linear multilevel models from a Bayesian perspective, relying on a simple logical interpretation of Bayesian probability and maximum entropy. It covers from the basics of regression to multilevel models. The author also discusses measurement error, missing data, and Gaussian process models for spatial and network autocorrelation. By using complete R code examples throughout, this book provides a practical foundation for performing statistical inference. Designed for both PhD students and seasoned professionals in the natural and social sciences, it prepares them for more advanced or specialized statistical modeling. Web Resource The book is accompanied by an R package (rethinking) that is available on the author’s website and GitHub. The two core functions (map and map2stan) of this package allow a variety of statistical models to be constructed from standard model formulas.
Download or read book Gravity and Spatial Interaction Models written by Kingsley E. Heynes and published by . This book was released on 1984 with total page 88 pages. Available in PDF, EPUB and Kindle. Book excerpt: Haynes and Fotheringham provide a comprehensive introduction to the four basic forms of gravity models. Gravity and spatial interaction -- extensively applied in forecasting -- has provided a major contribution to social science literature. The authors trace the different applications of the gravity model to market area analysis including: determining the boundaries of market areas, determining the demand for goods or services, and examining problems of operating the retail model. Six fully-developed, real-life examples of the use of these models are presented: planning a new service, defining retail shopping boundaries, forecasting migration and voting patterns, examining university enrollment by area, determining the optimal size of a shopping complex, and locating a facility to maximize custom. The discussion is kept at an elementary mathematical level and is aimed primarily at those unacquainted with the finer workings of gravity and spatial interaction models.
Download or read book Interaction Effects in Multiple Regression written by James Jaccard and published by SAGE Publications. This book was released on 2003-03-05 with total page 108 pages. Available in PDF, EPUB and Kindle. Book excerpt: Interaction Effects in Multiple Regression has provided students and researchers with a readable and practical introduction to conducting analyses of interaction effects in the context of multiple regression. The new addition will expand the coverage on the analysis of three way interactions in multiple regression analysis.
Download or read book Handbook of Electoral System Choice written by Josep Colomer and published by Palgrave Macmillan. This book was released on 2004-12-17 with total page 592 pages. Available in PDF, EPUB and Kindle. Book excerpt: The topic of electoral reform is an extremely timely one. The accelerated expansion of the number of new democracies in the world generates increasing demands for advice on the choice of electoral rules; at the same time, a new reformism in well established democracies seeks new formulas favoring both more representative institutions and more accountable rulers. This book addresses the theoretical and comparative issues of electoral reform in relation to democratization, political strategies in established democracies and the relative performance of different electoral systems. Case studies on virtually every major democracy or democratizing country in the world are included.
Download or read book Land Use Transport Interaction Models written by Rubén Cordera and published by CRC Press. This book was released on 2017-11-15 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: Transport and the spatial location of population and activities have been important themes of study in engineering, social sciences and urban and regional planning for many decades. However, an integrated approach to the modelling of transport and land use has been rarely made, and common practice has been to model both phenomena independently. This book presents an introduction to the modelling of land use and transport interaction (LUTI), with a theoretical basis and a presentation of the broad state of the art. It also sets out the steps for building an operational LUTI model to provide a concrete application. The authors bring extensive experience in this cross-disciplinary field, primarily for an academic audience and for professionals seeking a thorough introduction.
Download or read book Modeling Cross Cultural Interaction in Ancient Borderlands written by Ulrike Matthies Green and published by University Press of Florida. This book was released on 2018-04-24 with total page 227 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume introduces the Cross-Cultural Interaction Model (CCIM), a visual tool for studying the exchanges that take place between different cultures in borderland areas or across long distances. The model helps researchers untangle complex webs of connections among people, landscapes, and artifacts, and can be used to support multiple theoretical viewpoints. Through case studies, contributors apply the CCIM to various regions and time periods, including Roman Europe, the Greek province of Thessaly in the Late Bronze Age, the ancient Egyptian-Nubian frontier, colonial Greenland in the eighteenth and nineteenth centuries, the Mississippian realm of Cahokia, ancient Costa Rica and Panama, and the Moquegua Valley of Peru in the early Middle Horizon period. They adapt the model to best represent their data, successfully plotting connections in many different dimensions, including geography, material culture, religion and spirituality, and ideology. The model enables them to expose what motivates people to participate in cultural exchange, as well as the influences that people reject in these interactions. These results demonstrate the versatility and analytical power of the CCIM. Bridging the gap between theory and data, this tool can prompt users to rethink previous interpretations of their research, leading to new ideas, new theories, and new directions for future study. Contributors: Meghan E. Buchanan | Michele R. Buzon | Kirk Costion | Bryan Feuer | Ulrike Matthies Green | Scott Palumbo | Stuart Tyson Smith | Peter Andreas Toft | Peter S. Wells
Download or read book The Practical Guide to Experience Design A Guidebook for Passionate Curious and Intentional People who Enjoy Designing for Humans written by Shannon E. Thomas and published by Artificial Publishing. This book was released on 2020-04-30 with total page 428 pages. Available in PDF, EPUB and Kindle. Book excerpt: Designing experiences for humans requires balancing many needs, including business, behavior, technology, and aesthetics. The Practical Guide to Experience Design focuses on the entire process of design, from research and discovery to actual production and choreography of an experience. Design and strategy consultant Shannon E. Thomas leads the reader through the process in four phases: discovering, defining, refining, and building. Each chapter covers a single methodology, providing insight via detailed descriptions, step-by-step guidance, and high-fidelity examples. The book can either be read front to back or by following along with one of the sample designs. With an emphasis on empowering the reader to find the most appropriate method based on context and desired outcome, goal-oriented descriptions help readers understand the big picture of how design processes work together and inform each other. Whether you're well versed in the field of experience design or just getting started, this book will support you in your practice as you make decisions, influence stakeholders, and bring experiences to life.
Download or read book Feature Engineering and Selection written by Max Kuhn and published by CRC Press. This book was released on 2019-07-25 with total page 266 pages. Available in PDF, EPUB and Kindle. Book excerpt: The process of developing predictive models includes many stages. Most resources focus on the modeling algorithms but neglect other critical aspects of the modeling process. This book describes techniques for finding the best representations of predictors for modeling and for nding the best subset of predictors for improving model performance. A variety of example data sets are used to illustrate the techniques along with R programs for reproducing the results.
Download or read book Interaction Effects in Logistic Regression written by James Jaccard and published by SAGE Publications. This book was released on 2001-02-21 with total page 84 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an introduction to the analysis of interaction effects in logistic regression by focusing on the interpretation of the coefficients of interactive logistic models for a wide range of situations encountered in the research literature. The volume is oriented toward the applied researcher with a rudimentary background in multiple regression and logistic regression and does not include complex formulas that could be intimidating to the applied researcher.
Download or read book The Interaction Field written by Erich Joachimsthaler and published by PublicAffairs. This book was released on 2020-09-15 with total page 215 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how the most successful businesses are creating value and igniting smart growth in a fast-paced, competitive market. Most businesses today focus on competition and disruption instead of collaboration, participation, and engagement. They focus on transactions instead of interactions. They seek to optimize or extract value rather than share it. They build assets and thrive on enormous scale, huge distribution networks, and brand recognition. But then along comes a rival that doesn't care much about your brand and your other assets, and it either rushes past you or mows you down. In The Interaction Field, management expert and professor Erich Joachimsthaler explains that the only way to thrive in this environment is through the Interaction Field model. Companies who embrace this model generate, facilitate, and benefit from data exchanges among multiple people and groups -- from customers and stakeholders, but also from those you wouldn't expect to be in the mix, like suppliers, software developers, regulators, and even competitors. And everyone in the field works together to solve big, industry-wide, or complex and unpredictable societal problems. The future is going to be about creating value for everyone. Businesses that solve immediate challenges of people today and also the major social and economic challenges of the future are the ones that will survive and grow.
Download or read book Interaction Flow Modeling Language written by Marco Brambilla and published by Morgan Kaufmann. This book was released on 2014-11-17 with total page 423 pages. Available in PDF, EPUB and Kindle. Book excerpt: Interaction Flow Modeling Language describes how to apply model-driven techniques to the problem of designing the front end of software applications, i.e., the user interaction. The book introduces the reader to the novel OMG standard Interaction Flow Modeling Language (IFML). Authors Marco Brambilla and Piero Fraternali are authors of the IFML standard and wrote this book to explain the main concepts of the language. They effectively illustrate how IFML can be applied in practice to the specification and implementation of complex web and mobile applications, featuring rich interactive interfaces, both browser based and native, client side components and widgets, and connections to data sources, business logic components and services. Interaction Flow Modeling Language provides you with unique insight into the benefits of engineering web and mobile applications with an agile model driven approach. Concepts are explained through intuitive examples, drawn from real-world applications. The authors accompany you in the voyage from visual specifications of requirements to design and code production. The book distills more than twenty years of practice and provides a mix of methodological principles and concrete and immediately applicable techniques. - Learn OMG's new IFML standard from the authors of the standard with this approachable reference - Introduces IFML concepts step-by-step, with many practical examples and an end-to-end case example - Shows how to integrate IFML with other OMG standards including UML, BPMN, CWM, SoaML and SysML - Discusses how to map models into code for a variety of web and mobile platforms and includes many useful interface modeling patterns and best practices
Download or read book Interaction Models written by William Roberts Clark and published by Cambridge University Press. This book was released on 2023-10-31 with total page 613 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive and unified introduction to interaction models and how they can be used to test conditional claims.
