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Gaussian Processes for Machine Learning - Carl Edward (university Of Cambridge) Rasmussen - Bog - MIT Press Ltd - Plusbog.dk

Gaussian Processes for Machine Learning - Carl Edward (university Of Cambridge) Rasmussen - Bog - MIT Press Ltd - Plusbog.dk

A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical, probabilistic approach to learning in kernel machines. Gaussian processes (GPs) provide a principled, practical, probabilistic approach to learning in kernel machines. GPs have received increased attention in the machine-learning community over the past decade, and this book provides a long-needed systematic and unified treatment of theoretical and practical aspects of GPs in machine learning. The treatment is comprehensive and self-contained, targeted at researchers and students in machine learning and applied statistics. The book deals with the supervised-learning problem for both regression and classification, and includes detailed algorithms. A wide variety of covariance (kernel) functions are presented and their properties discussed. Model selection is discussed both from a Bayesian and a classical perspective. Many connections to other well-known techniques from machine learning and statistics are discussed, including support-vector machines, neural networks, splines, regularization networks, relevance vector machines and others. Theoretical issues including learning curves and the PAC-Bayesian framework are treated, and several approximation methods for learning with large datasets are discussed. The book contains illustrative examples and exercises, and code and datasets are available on the Web. Appendixes provide mathematical background and a discussion of Gaussian Markov processes.

DKK 531.00
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Algorithms Unlocked - Thomas H. (dartmouth College) Cormen - Bog - MIT Press Ltd - Plusbog.dk

Algorithms Unlocked - Thomas H. (dartmouth College) Cormen - Bog - MIT Press Ltd - Plusbog.dk

For anyone who has ever wondered how computers solve problems, an engagingly written guide for nonexperts to the basics of computer algorithms. Have you ever wondered how your GPS can find the fastest way to your destination, selecting one route from seemingly countless possibilities in mere seconds? How your credit card account number is protected when you make a purchase over the Internet? The answer is algorithms. And how do these mathematical formulations translate themselves into your GPS, your laptop, or your smart phone? This book offers an engagingly written guide to the basics of computer algorithms. In Algorithms Unlocked , Thomas Cormen—coauthor of the leading college textbook on the subject—provides a general explanation, with limited mathematics, of how algorithms enable computers to solve problems. Readers will learn what computer algorithms are, how to describe them, and how to evaluate them. They will discover simple ways to search for information in a computer; methods for rearranging information in a computer into a prescribed order (“sorting”); how to solve basic problems that can be modeled in a computer with a mathematical structure called a “graph” (useful for modeling road networks, dependencies among tasks, and financial relationships); how to solve problems that ask questions about strings of characters such as DNA structures; the basic principles behind cryptography; fundamentals of data compression; and even that there are some problems that no one has figured out how to solve on a computer in a reasonable amount of time.

DKK 293.00
1

People Count - Susan Landau - Bog - MIT Press Ltd - Plusbog.dk

People Count - Susan Landau - Bog - MIT Press Ltd - Plusbog.dk

An introduction to the technology of contact tracing and its usefulness for public health, considering questions of efficacy, equity, and privacy. How do you stop a pandemic before a vaccine arrives? Contact tracing is key, the first step in a process that has proven effective: trace, test, and isolate. Smartphones can collect some of the information required by contact tracers--not just where you''ve been but also who''s been near you. Can we repurpose the tracking technology that we carry with us--devices with GPS, Wi-Fi, Bluetooth, and social media connectivity--to serve public health in a pandemic? In People Count , cybersecurity expert Susan Landau looks at some of the apps developed for contact tracing during the COVID-19 pandemic, finding that issues of effectiveness and equity intersect. Landau explains the effectiveness (or ineffectiveness) of a range of technological interventions, including dongles in Singapore that collect proximity information; India''s biometric national identity system; Harvard University''s experiment, TraceFi; and China''s surveillance network. Other nations rejected China-style surveillance in favor of systems based on Bluetooth, GPS, and cell towers, but Landau explains the limitations of these technologies. She also reports that many current apps appear to be premised on a model of middle-class income and a job that can be done remotely. How can they be effective when low-income communities and front-line workers are the ones who are hit hardest by the virus? COVID-19 will not be our last pandemic; we need to get this essential method of infection control right.

DKK 221.00
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Terra Forma - Frederique Ait Touati - Bog - MIT Press Ltd - Plusbog.dk

The Age of Prediction - Christopher E. Mason - Bog - MIT Press Ltd - Plusbog.dk

The Age of Prediction - Christopher E. Mason - Bog - MIT Press Ltd - Plusbog.dk

The power of the ever-increasing tools and algorithms for prediction and their paradoxical effects on risk. The Age of Prediction is about two powerful, and symbiotic, trends: the rapid development and use of artificial intelligence and big data to enhance prediction, as well as the often paradoxical effects of these better predictions on our understanding of risk and the ways we live. Beginning with dramatic advances in quantitative investing and precision medicine, this book explores how predictive technology is quietly reshaping our world in fundamental ways, from crime fighting and warfare to monitoring individual health and elections. As prediction grows more robust, it also alters the nature of the accompanying risk, setting up unintended and unexpected consequences. The Age of Prediction details how predictive certainties can bring about complacency or even an increase in risks—genomic analysis might lead to unhealthier lifestyles or a GPS might encourage less attentive driving. With greater predictability also comes a degree of mystery, and the authors ask how narrower risks might affect markets, insurance, or risk tolerance generally. Can we ever reduce risk to zero? Should we even try? This book lays an intriguing groundwork for answering these fundamental questions and maps out the latest tools and technologies that power these projections into the future, sometimes using novel, cross-disciplinary tools to map out cancer growth, people’s medical risks, and stock dynamics.

DKK 230.00
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Your Wit Is My Command - Tony Veale - Bog - MIT Press Ltd - Plusbog.dk

Your Wit Is My Command - Tony Veale - Bog - MIT Press Ltd - Plusbog.dk

For fans of computers and comedy alike, an accessible and entertaining look into how we can use artificial intelligence to make smart machines funny. Most robots and smart devices are not known for their joke-telling abilities. And yet, as computer scientist Tony Veale explains in Your Wit Is My Command , machines are not inherently unfunny; they are just programmed that way. By examining the mechanisms of humor and jokes--how jokes actually works--Veale shows that computers can be built with a sense of humor, capable not only of producing a joke but also of appreciating one. Along the way, he explores the humor-generating capacities of fictional robots ranging from B-9 in Lost in Space to TARS in I nterstellar , maps out possible scenarios for developing witty robots, and investigates such aspects of humor as puns, sarcasm, and offensiveness. In order for robots to be funny, Veale explains, we need to analyze humor computationally. Using artificial intelligence (AI), Veale shows that joke generation is a knowledge-based process--a sense of humor is blend of wit and wisdom. He notes that existing technologies can detect sarcasm in conversation, and explains how some jokes can be pre-scripted while others are generated algorithmically--all while making the technical aspects of AI accessible for the general reader. Of course, there''s no single algorithm or technology that we can plug in to make our virtual assistants or GPS voice navigation funny, but Veale provides a computational roadmap for how we might get there.

DKK 261.00
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Forecasting Travel in Urban America - Konstantinos Chatzis - Bog - MIT Press Ltd - Plusbog.dk

Forecasting Travel in Urban America - Konstantinos Chatzis - Bog - MIT Press Ltd - Plusbog.dk

A history of urban travel demand modeling (UTDM) and its enormous influence on American life from the 1920s to the present. For better and worse, the automobile has been an integral part of the American way of life for decades. Its ascendance would have been far less spectacular, however, had engineers and planners not devised urban travel demand modeling (UTDM). This book tells the story of this irreplaceable engineering tool that has helped cities accommodate continuous rise in traffic from the 1950s on. Beginning with UTDM’s origins as a method to help plan new infrastructure, Konstantinos Chatzis follows its trajectory through new generations of models that helped make optimal use of existing capacity and examines related policy instruments, including the recent use of intelligent transportation systems.Chatzis investigates these models as evolving entities involving humans and nonhumans that were shaped through a specific production process. In surveying the various generations of UTDM, he delves into various means of production (from tabulating machines to software packages) and travel survey methods (from personal interviews to GPS tracking devices and smartphones) used to obtain critical information. He also looks at the individuals who have collectively built a distinct UTDM social world by displaying specialized knowledge, developing specific skills, and performing various tasks and functions, and by communicating, interacting, and even competing with one another.Original and refreshingly accessible, Forecasting Travel in Urban America offers the first detailed history behind the thinkers and processes that impact the lives of millions of city dwellers every day.

DKK 559.00
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Technology Matters - David E. Nye - Bog - MIT Press Ltd - Plusbog.dk

Technology Matters - David E. Nye - Bog - MIT Press Ltd - Plusbog.dk

Discusses in nontechnical language ten central questions about technology that illuminate what technology is and why it matters. Technology matters, writes David Nye, because it is inseparable from being human. We have used tools for more than 100,000 years, and their central purpose has not always been to provide necessities. People excel at using old tools to solve new problems and at inventing new tools for more elegant solutions to old tasks. Perhaps this is because we are intimate with devices and machines from an early age—as children, we play with technological toys: trucks, cars, stoves, telephones, model railroads, Playstations. Through these machines we imagine ourselves into a creative relationship with the world. As adults, we retain this technological playfulness with gadgets and appliances—Blackberries, cell phones, GPS navigation systems in our cars. We use technology to shape our world, yet we think little about the choices we are making. In Technology Matters , Nye tackles ten central questions about our relationship to technology, integrating a half-century of ideas about technology into ten cogent and concise chapters, with wide-ranging historical examples from many societies. He asks: Can we define technology? Does technology shape us, or do we shape it? Is technology inevitable or unpredictable? (Why do experts often fail to get it right?)? How do historians understand it? Are we using modern technology to create cultural uniformity, or diversity? To create abundance, or an ecological crisis? To destroy jobs or create new opportunities? Should "the market" choose our technologies? Do advanced technologies make us more secure, or escalate dangers? Does ubiquitous technology expand our mental horizons, or encapsulate us in artifice? These large questions may have no final answers yet, but we need to wrestle with them—to live them, so that we may, as Rilke puts it, "live along some distant day into the answers."

DKK 166.00
1

Mathematical Tools for Real-World Applications - Alexandr Draganov - Bog - MIT Press Ltd - Plusbog.dk

Mathematical Tools for Real-World Applications - Alexandr Draganov - Bog - MIT Press Ltd - Plusbog.dk

Techniques for applying mathematical concepts in the real world: six rarely taught but crucial tools for analysis, research, and problem-solving. Many young graduates leave school with a solid knowledge of mathematical concepts but struggle to apply these concepts in practice. Real scientific and engineering problems are different from those found in textbooks: they are messier, take longer to solve, and standard solution recipes might not apply. This book fills the gap between what is taught in the typical college curriculum and what a practicing engineer or scientist needs to know. It presents six powerful tools for analysis, research, and problem-solving in the real world: dimensional analysis, limiting cases, symmetry, scaling, making order of magnitude estimates, and the method of successive approximations. The book does not focus on formulaic manipulations of equations, but emphasizes analysis and explores connections between the equations and the application. Each chapter introduces a set of ideas and techniques and then shows how these techniques apply to a series of problems. (Knowledge of algebra and trigonometry, but not calculus, is required.) The final two chapters tie all six techniques together and apply them to two real-world problems: computing the probability of a rare, catastrophic event, and tracking a satellite with a GPS receiver. Readers will learn how to analyze, dissect, and gain insight into the results by using all the techniques presented in earlier chapters—and discover how analysis tools work on problems not concocted for a textbook. The appendix provides solutions to many of the problems found throughout the book. Alexandr Draganov was born and raised in Kyiv, Ukraine; in light of the current war in Ukraine he will donate 100% of his royalties for the first year to support medical and humanitarian efforts there.​

DKK 376.00
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