Design And Modeling for Computer Experiments

Rethinking design through the lens of embodied cognition provides a novel way of understanding human interaction with technology. In this book, Christopher Baber uses embodied cognition as a lens through which to view both how designers engage in creative practices and how people use designed artifacts. This view of cognition as enactive, embedded, situated, or distributed, without recourse to internal representations, provides a theoretical grounding that makes possible a richer account of human interaction with technology. This understanding of everyday interactions with things in the world reveals opportunities for design to intervene. Moreover, Baber argues, design is an embodied activity in which the continual engagement between designers and their materials is at the heart of design practice. Baber proposes that design and creativity should be considered in dynamic, rather than discrete, terms and explores “task ecologies”―the concept of environment as it relates to embodied

An introduction to computational modeling for cognitive neuroscientists, covering both foundational work and recent developments. Cognitive neuroscientists need sophisticated conceptual tools to make sense of their field’s proliferation of novel theories, methods, and data. Computational modeling is such a tool, enabling researchers to turn theories into precise formulations. This book offers a mathematically gentle and theoretically unified introduction to modeling cognitive processes. Theoretical exercises of varying degrees of difficulty throughout help readers develop their modeling skills. After a general introduction to cognitive modeling and optimization, the book covers models of decision making; supervised learning algorithms, including Hebbian learning, delta rule, and backpropagation; the statistical model analysis methods of model parameter estimation and model evaluation; the three recent cognitive modeling approaches of reinforcement learning, unsupervised learning, and

A new version of the classic and widely used text adapted for the JavaScript programming language.Since the publication of its first edition in 1984 and its second edition in 1996, Structure and Interpretation of Computer Programs (SICP) has influenced computer science curricula around the world. Widely adopted as a textbook, the book has its origins in a popular entry-level computer science course taught by Harold Abelson and Gerald Jay Sussman at MIT. SICP introduces the reader to central ideas of computation by establishing a series of mental models for computation. Earlier editions used the programming language Scheme in their program examples. This new version of the second edition has been adapted for JavaScript. The first three chapters of SICP cover programming concepts that are common to all modern high-level programming languages. Chapters four and five, which used Scheme to formulate language processors for Scheme, required significant revision. Chapter four offers new mat

How organizations--including Google, StubHub, Airbnb, and Facebook--learn from experiments in a data-driven world.Have you logged into Facebook recently? Searched for something on Google? Chosen a mov

Exploring how design can be used for good—prompting self-reflection, igniting the imagination, and affecting positive social change.Good design provides solutions to problems. It improves our building

An introduction to applying predicate logic to testing and verification of software and digital circuits that focuses on applications rather than theory.Computer scientists use logic for testing and v

Graphic design has been an academic discipline since the post-World War II era, but it has yet to develop a coherent theoretical foundation. Instead, it proceeds through styles, genres, and imitation,

Design structure matrix (DSM) is a straightforward and flexible modeling technique that can be used for designing, developing, and managing complex systems. DSM offers network modeling tools that repr

Complex communicating computer systems -- computers connected by data networks and inconstant communication with their environments -- do not always behave as expected. This bookintroduces behavioral

Financial Modeling is now the standard text for explaining theimplementation of financial models in Excel. This long-awaited fourth edition maintains the"cookbook" features and Excel dependence that h

Over the last fifty years, the process of community building has been lost in theprocess of city building. City and suburban design divides us from others in our communities,destroys natural habitats,

Theoretical neuroscience provides a quantitative basis for describing what nervous systems do, determining how they function, and uncovering the general principles by which they operate. This text in

Category theory is a branch of pure mathematics that is becoming an increasingly important tool in theoretical computer science, especially in programming language semantics, domain theory, and concu

A richly illustrated overview of the work of Neri Oxman whose design redefines computer science, digital fabrication, material science, and synthetic biology. Mediated Matter is the first comprehensive overview of Neri Oxman's groundbreaking design work. Oxman has forged a singular career across design, science, and technology over the past twenty years that includes, notably, founding the field of material ecology. Trained as both a medical doctor and an architect, she brings to design a spirit of inquiry and experimentation that includes a future-forward approach to materials--from silkworm thread to automated microrobots to a water-based fabrication platform that prints structures made from biopolymers. In her work at the MIT Media Lab, she designed products and buildings as interactive entities that are environmentally informed, biologically augmented, computationally grown, and digitally manufactured. Through richly detailed diagrams, explanatory texts, process documents, and brea

A comprehensive introduction to the field of autonomous robotics aimed at upper-level undergraduates and offering additional online resources.Textbooks that provide a broad algorithmic perspective on the mechanics and dynamics of robots almost unfailingly serve students at the graduate level. Introduction to Autonomous Robots offers a much-needed resource for teaching third- and fourth-year undergraduates the computational fundamentals behind the design and control of autonomous robots. The authors use a class-tested and accessible approach to present progressive, step-by-step development concepts, alongside a wide range of real-world examples and fundamental concepts in mechanisms, sensing and actuation, computation, and uncertainty. Throughout, the authors balance the impact of hardware (mechanism, sensor, actuator) and software (algorithms) in teaching robot autonomy. Features:Rigorous and tested in the classroomWritten for engineering and computer science undergraduates with a soph

A proposal for a new media design to balance the contributions of humans and materials in the world they share.How can media design support a balance between our needs for self-expression and the material needs of the world we are part of? What criteria define a sustainable media ecology? In Vital Media, Michael Nitsche argues that the current human-centric view is not sustainable and that media are best viewed as dynamic networks where cognitive and noncognitive participants co-create. What we need, according to Nitsche, is a media design that balances the needs of all partners involved: vital media. Tracing this ideal through two domains of expression and making, performance and craft, Nitsche calls on us to embrace material co-existence and to design for self-expression as well as material evolution. We must recognize that the living body and its dependencies on the world around it are at the heart of what media are about. Vital media exist to not only help individuals fulfill their

Contributions by urban planners, sociologists, anthropologists, architects, and landscape architects on the role and scope of urban design in creating more just and inclusive cities.Scholars who write about justice and the city rarely consider the practices and processes of urban design, while discourses on urban design often neglect concerns about justice. The editors of Just Urban Design take the position that urban design interventions have direct and important implications for justice in the city. The contributions in this volume contextualize the state of knowledge about urban design for justice, stress inclusivity as the key to justice in the city, affirm community participation and organizing as cornerstones of greater equity, and assert that a just urban design must center and privilege our most marginalized individuals and communities. Approaching spatial and social justice in the city through the lens of urban design, the contributors explore the possibility of envisioning an

How hacking cultures drive contemporary capitalism and the future of innovation.In Resistance to the Current, Johan Söderberg and Maxigas examine four historical case studies of hacker movements and their role in shaping the twenty-first-century’s network society. Based on decades of field work and analysis, this intervention into current debates situates an exploding variety of hacking practices within the contradictions of capitalism. Depoliticized accounts of computing cultures and collaborative production miss their core driver, write Söderberg and Maxigas: the articulation of critique and its recuperation into innovations. Drawing on accounts of building, developing, and running community wireless networks, 3D printers, hackerspaces, and chat protocols, the authors develop a theoretical framework of critique and recuperation to examine how hackers―who have long held a reputation for being underground rebels―transform their outputs from communal, underground experiments to commerci

A cognitive ethnography of how bioengineering scientists create innovative modeling methods.In this first full-scale, long-term cognitive ethnography by a philosopher of science, Nancy J. Nersessian offers an account of how scientists at the interdisciplinary frontiers of bioengineering create novel problem-solving methods. Bioengineering scientists model complex dynamical biological systems using concepts, methods, materials, and other resources drawn primarily from engineering. They aim to understand these systems sufficiently to control or intervene in them. What Nersessian examines here is how cutting-edge bioengineering scientists integrate the cognitive, social, material, and cultural dimensions of practice. Her findings and conclusions have broad implications for researchers in philosophy, science studies, cognitive science, and interdisciplinary studies, as well as scientists, educators, policy makers, and funding agencies. In studying the epistemic practices of scientists, Ner

An introduction to neurorobotics that presents approaches and design principles for developing intelligent autonomous systems grounded in biology and neuroscience.Neurorobotics is an interdisciplinary field that draws on artificial intelligence, cognitive sciences, computer science, engineering, psychology, neuroscience, and robotics. Because the brain is closely coupled to the body and situated in the environment, neurorobots―autonomous systems modeled after some aspect of the brain―offer a powerful tool for studying neural function and may also be a means for developing autonomous systems with intelligence that rivals that of biological organisms. This textbook introduces approaches and design principles for developing intelligent autonomous systems grounded in biology and neuroscience. It is written for anyone interested in learning about this topic and can be used in cognitive robotics courses for students in psychology, cognitive science, and computer science.Neurorobotics covers

Visual calculating in shape grammars aligns with art and design, bridging the gap between seeing (Coleridge’s “imagination”) and combinatoric play (Coleridge’s “fancy”).In Shapes of Imagination, George Stiny runs visual calculating in shape grammars through art and design―incorporating Samuel Taylor Coleridge’s poetic imagination and Oscar Wilde’s challenging corollary to see things as in themselves they really are not. Many assume that calculating limits art and design to suit computers, but shape grammars rely on seeing to prove otherwise. Rules that change what they see extend calculating to overtake what computers can do, in logic and with data and learning. Shape grammars bridge the categorical divide between seeing (Coleridge’s “imagination, or esemplastic power”) and combinatoric play (Coleridge’s “fancy”). Stiny shows that calculating without seeing excludes art and design. Seeing is key for calculating to augment creative activity with aesthetic insight and value. Shape gramma

Coding for a purpose: helping young people combine journalism, data, design, and code to make media that makes a difference.Educators are urged to teach “code for all”―to make a specialized field accessible for students usually excluded from it. In Code for What? Clifford Lee and Elisabeth Soep instead ask the question, “code for what?” What if coding were a justice-driven medium for storytelling rather than a narrow technical skill? What if “democratizing” computer science went beyond the usual one-off workshop and empowered youth to create digital products for social impact? Lee and Soep answer these questions with stories of a diverse group of young people in Oakland, California, who combine journalism, data, design, and code to create media that make a difference. These teenage and young adult producers created interactive projects that explored gendered and racialized dress code policies in schools; designed tools for LBGTQ+ youth experiencing discrimination; investigated facial r

An expert offers a guide to where we should use artificial intelligence―and where we should not.Before we know it, artificial intelligence (AI) will work its way into every corner of our lives, making decisions about, with, and for us. Is this a good thing? There’s a tendency to think that machines can be more “objective” than humans―can make better decisions about job applicants, for example, or risk assessments. In Awkward Intelligence, AI expert Katharina Zweig offers readers the inside story, explaining how many levers computer and data scientists must pull for AI’s supposedly objective decision making. She presents the good and the bad: AI is good at processing vast quantities of data that humans cannot―but it’s bad at making judgments about people. AI is accurate at sifting through billions of websites to offer up the best results for our search queries and it has beaten reigning champions in games of chess and Go. But, drawing on her own research, Zweig shows how inac

Discover the hidden electrical world inside your nervous system using DIY, hands-on experiments, for all ages. No MD or PhD required!The workings of the brain are mysterious: What are neural signals? What do they mean? How do our senses really sense? How does our brain control our movements? What happens when we meditate? Techniques to record signals from living brains were once thought to be the realm of advanced university labs . . . but not anymore! This book allows anyone to participate in the discovery of neuroscience through hands-on experiments that record the hidden electrical world beneath our skin and skulls. In How Your Brain Works, neuroscientists Greg Gage and Tim Marzullo offer a practical guide―accessible and useful to readers from middle schoolers to college undergraduates to curious adults―for learning about the brain through hands-on experiments. Armed with some DIY electrodes, readers will get to see what brain activity really looks like through simple neuroscience e

How ecological design emerged in Scandinavia during the 1960s and 1970s, building on both Scandinavia’s design culture and its environmental movement.Scandinavia is famous for its design culture, and for its pioneering efforts toward a sustainable future. In Ecological by Design, Kjetil Fallan shows how these two forces came together in the late 1960s and early 1970s, when Scandinavian designers began to question the endless cycle in which designed objects are produced, consumed, discarded, and replaced in quick succession. The emergence of ecological design in Scandinavia at the height of the popular environmental movement, Fallan suggests, illuminates a little-known reciprocity between environmentalism and design: not only did design play a role in the rise of modern environmentalism, but ecological thinking influenced the transformation in design culture in Scandinavia and beyond that began as the modernist faith in progress and prosperity waned. Fallan describes the efforts of Scan

More than sixty speculative art and design projects explore how art, food, and creative thinking can prepare us for future catastrophes.In the Age of the Anthropocene―a era characterized by human-caused climate disaster―catastrophes and dystopias loom. The Anthropocene Cookbook takes our planetary state of emergency as an opportunity to seize the moment to imagine constructive change and new ideas. How can we survive in an age of constant environmental crises? How can we thrive? The Anthropocene Cookbook answers these questions by presenting a series of investigative art and design projects that explore how art, food, and creative thinking can prepare us for future catastrophes. This cookbook of ideas rethinks our eating habits and traditions, challenges our food taboos, and proposes new recipes for humanity’s survival. These more than sixty projects propose new ways to think and make food, offering tools for creative action rather than traditional recipes. They imagine modifying the h

How companies can gain strategic advantage by developing blockchain capabilities.Blockchain is far more than cryptocurrency. Regarded for a decade as complex and with limited application, blockchain has now matured to be on the verge of fully realizing its disruptive potential. In Enterprise Strategy for Blockchain, business strategy expert Ravi Sarathy shows how companies can gain competitive advantage by developing and deploying blockchain capabilities. Sarathy explains what makes blockchain unique, including its capacities to eliminate intermediaries, guard against hackers, decentralize, and protect privacy. Presenting examples drawn from such sectors as finance, supply chains, computer services, consumer products, and entertainment, he describes how executives can strategically assess blockchain’s applicability to their business. After outlining blockchain’s technological features―and its technological obstacles―Sarathy describes disruptive technologies already happening in the fin

How Richard Riemerschmid’s designs of everyday―but “extraordinary”―objects recalibrate our understanding of modernism.At the beginning of the twentieth century, German artist Richard Riemerschmid (1868–1957) was known as a symbolist painter and, by the advent of World War I, had become an important modern architect. This, however, the first English-language book on Riemerschmid, celebrates his understudied legacy as a designer of everyday objects―furniture, tableware, clothing―that were imbued with an extraordinary sense of vitality and even personality. Freyja Hartzell makes a case for the importance of Riemerschmid's designed objects in the development of modern design―and for the power of everyday things to change the way we live our lives, understand history, and design our future. Hartzell offers for the first time an interpretive history of Riemerschmid's design practice embedded in a fresh examination of modernism told by the objects themselves. Hartzell explores Riemerschmid's

An in-depth exploration of the experience of playing board games and how game designers shape that experience.In Unboxed, Gordon Calleja explores the experience of playing board games and how game designers shape that experience. Calleja examines key aspects of board game experience―the nature of play, attention, rules, sociality, imagination, narrative, materiality, and immersion―to offer a theory of board game experience and a model for understanding game involvement that is relevant to the analysis, criticism, and design of board games. Drawing on interviews with thirty-two leading board game designers and critics, Calleja―himself a board game designer―provides the set of conceptual tools that board game design has thus far lacked. After considering different conceptions of play, Calleja discusses the nature and role of attention and goes on to outline the key forms of involvement that make up the board game playing experience. In subsequent chapters, Calleja explores each of these

An illustrated guide to exploring the Universe in three dimensions.Astronomers have made remarkable discoveries about our Universe, despite their reliance on the flat projection, or 2D view, the sky has offered them. But now, drawing on the vast stores of data available from telescopes and observatories on the ground and in space, astronomers are using 3D technology to go beyond a flattened view of the cosmos. In Stars in Your Hand, Kimberly Arcand and Megan Watzke offer an illustrated guide to exploring the Universe in three dimensions, with easy-to-follow instructions for creating models of stars and constellations using a 3D printer and 3D computer imaging. Stars in Your Hand and 3D technology make learning about space an adventure. Intrigued by the stunning images from high-powered telescopes? Using this book, you can fly virtually through a 3D spacescape and hold models of cosmic objects in your hand. Arcand and Watzke outline advances in 3D technology, describe some amazing recen

Why cyberinsurance has not improved cybersecurity and what governments can do to make it a more effective tool for cyber risk management.As cybersecurity incidents―ranging from data breaches and denial-of-service attacks to computer fraud and ransomware―become more common, a cyberinsurance industry has emerged to provide coverage for any resulting liability, business interruption, extortion payments, regulatory fines, or repairs. In this book, Josephine Wolff offers the first comprehensive history of cyberinsurance, from the early “Internet Security Liability” policies in the late 1990s to the expansive coverage offered today. Drawing on legal records, government reports, cyberinsurance policies, and interviews with regulators and insurers, Wolff finds that cyberinsurance has not improved cybersecurity or reduced cyber risks. Wolff examines the development of cyberinsurance, comparing it to other insurance sectors, including car and flood insurance; explores legal disputes between ins

The second edition of a rigorous and example-driven introduction to topics in economic dynamics that emphasizes techniques for modeling dynamic systems.This text provides an introduction to the modern theory of economic dynamics, with emphasis on mathematical and computational techniques for modeling dynamic systems. Written to be both rigorous and engaging, the book shows how sound understanding of the underlying theory leads to effective algorithms for solving real-world problems. The material makes extensive use of programming examples to illustrate ideas, bringing to life the abstract concepts in the text. Key topics include algorithms and scientific computing, simulation, Markov models, and dynamic programming. Part I introduces fundamentals and part II covers more advanced material. This second edition has been thoroughly updated, drawing on recent research in the field.New for the second edition:“Programming-language agnostic” presentation using pseudocode.New chapter 1 covering

The new edition of a widely used introduction to game theory and its applications, with a focus on economics, business, and politics.This widely used introduction to game theory is rigorous but accessible, unique in its balance between the theoretical and the practical, with examples and applications following almost every theory-driven chapter. In recent years, game theory has become an important methodological tool for all fields of social sciences, biology and computer science. This second edition of Strategies and Games not only takes into account new game theoretical concepts and applications such as bargaining and matching, it also provides an array of chapters on game theory applied to the political arena. New examples, case studies, and applications relevant to a wide range of behavioral disciplines are now included. The authors map out alternate pathways through the book for instructors in economics, business, and political science. The book contains four parts: strategic form

How Hansel and Gretel, Sherlock Holmes, the movie Groundhog Day, Harry Potter, and other familiar stories illustrate the concepts of computing.Picture a computer scientist, staring at a screen and clicking away frantically on a keyboard, hacking into a system, or perhaps developing an app. Now delete that picture. In Once Upon an Algorithm, Martin Erwig explains computation as something that takes place beyond electronic computers, and computer science as the study of systematic problem solving. Erwig points out that many daily activities involve problem solving. Getting up in the morning, for example: You get up, take a shower, get dressed, eat breakfast. This simple daily routine solves a recurring problem through a series of well-defined steps. In computer science, such a routine is called an algorithm. Erwig illustrates a series of concepts in computing with examples from daily life and familiar stories. Hansel and Gretel, for example, execute an algorithm to get home from the fore

How to use data as a tool for empowerment rather than oppression.Big data can be used for good, from tracking disease to exposing human rights violations, and for bad, implementing surveillance and control. Data inevitably represents the ideologies of those who control its use; data analytics and algorithms too often exclude women, the poor, and ethnic groups. In Data Action, Sarah Williams provides a guide for working with data in more ethical and responsible ways. Williams outlines a method that emphasizes collaboration among data scientists, policy experts, data designers, and the public. The approach generates policy debates, influences civic decisions, and informs design to help ensure that the voices of people represented in the data are neither marginalized nor left unheard.

A manifesto calling for a new kind of architecture that confronts social and economic inequality and uneven urban growth.Spatializing Justice calls for architects and urban designers to do more than design buildings and physical systems. Architects should take a position against inequality and practice accordingly. With these thirty short, manifesto-like texts―building blocks for a new kind of architecture―Spatializing Justice offers a practical handbook for confronting social and economic inequality and uneven urban growth in architectural and planning practice, urging practitioners to adopt approaches that range from redefining infrastructure to retrofitting McMansions. These building blocks call for expanded modes of practice, through which architects can imagine new spatial procedures, political and economic strategies, and modalities of sociability. Challenging existing exclusionary policies can advance a more experimental architecture not bound by formal parameters. Architects mu

The first book to focus on California architect Gregory Ain’s housing projects, which featured open kitchens, movable walls, and other design innovations.The Southern California architect Gregory Ain (1908–1988) collaborated with some of the most celebrated figures of midcentury design, including Rudolph Schindler, Richard Neutra, and Charles and Ray Eames, and yet is relatively unknown today. Ain’s architectural work in the 1930s and 1940s was shaped by his radical politics; J. Edgar Hoover called him “the most dangerous architect in America.” Although Ain designed many private homes for wealthy liberals, he was more interested in finding ways to produce high-quality, low-cost houses in well-designed neighborhood settings for working-class families. This is the first book to focus on these innovative housing projects and examne the way they synthesized Ain’s architectural and political ideals. The book presents historical black-and-white photographs by the celebrated photographer of

An argument against the ideology of domesticity that separates work from home; lavishly illustrated, with architectural proposals for alternate approaches to working and living.Despite the increasing numbers of people who now work from home, in the popular imagination the home is still understood as the sanctuary of privacy and intimacy. Living is conceptually and definitively separated from work. This book argues against such a separation, countering the prevailing ideology of domesticity with a series of architectural projects that illustrate alternative approaches. Less a monograph than a treatise, richly illustrated, the book combines historical research and design proposals to reenvision home as a cooperative structure in which it is possible to live and work and in which labor is socialized beyond the family―freeing inhabitants from the sense of property and the burden of domestic labor. The projects aim to move the house beyond the dichotomous logic of male/female, husband/wi