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Machine Learning for Econometrics - Christophe Gaillac - Bog - Oxford University Press - Plusbog.dk

Machine Learning for Econometrics - Christophe Gaillac - Bog - Oxford University Press - Plusbog.dk

Machine Learning for Econometrics is a book for economists seeking to grasp modern machine learning techniques - from their predictive performance to the revolutionary handling of unstructured data - in order to establish causal relationships from data. The volume covers automatic variable selection in various high-dimensional contexts, estimation of treatment effect heterogeneity, natural language processing (NLP) techniques, as well as synthetic control and macroeconomic forecasting. The foundations of machine learning methods are introduced to provide both a thorough theoretical treatment of how they can be used in econometrics and numerous economic applications, and each chapter contains a series of empirical examples, programs, and exercises to facilitate the reader''s adoption and implementation of the techniques.

DKK 417.00
1

Machine Learning for Econometrics - Christophe Gaillac - Bog - Oxford University Press - Plusbog.dk

Machine Learning for Econometrics - Christophe Gaillac - Bog - Oxford University Press - Plusbog.dk

Machine Learning for Econometrics is a book for economists seeking to grasp modern machine learning techniques - from their predictive performance to the revolutionary handling of unstructured data - in order to establish causal relationships from data. The volume covers automatic variable selection in various high-dimensional contexts, estimation of treatment effect heterogeneity, natural language processing (NLP) techniques, as well as synthetic control and macroeconomic forecasting. The foundations of machine learning methods are introduced to provide both a thorough theoretical treatment of how they can be used in econometrics and numerous economic applications, and each chapter contains a series of empirical examples, programs, and exercises to facilitate the reader''s adoption and implementation of the techniques.

DKK 1195.00
1

Demystifying China's Innovation Machine - David Gann - Bog - Oxford University Press - Plusbog.dk

Demystifying China's Innovation Machine - David Gann - Bog - Oxford University Press - Plusbog.dk

China''s extraordinary economic development is explained in large part by the way it innovates. Contrary to widely held views, China''s innovation machine is not created and controlled by an all-powerful government. Instead, it is a complex, interdependent system composed of various elements, involving bottom-up innovation driven by innovators and entrepreneurs and highly pragmatic and adaptive top-down policy. Using case studies of leading firms and industries, along with statistics and policy analysis, this book argues that China''s innovation machine is similar to a natural ecosystem. Innovations in technology, organization, and business models resemble genetic mutations which are initially random, self-serving, and isolated, but the best fitting are selected by the market and their impacts are amplified by the innovation machine. This machine draws on China''s multitude manufacturers, supply chains, innovation clusters, and digitally literate population, connected through super-sized digital platforms. China''s innovation suffers from a lack of basic research and reliance upon certain critical technologies from overseas, yet its scale (size) and scope (diversity) possess attributes that make it self-correcting and stronger in the face of challenges. China''s innovation machine is most effective in a policy environment where the market prevails; policy intervention plays a significant role when market mechanisms are premature or fail. The future success of China''s innovation will depend on continuing policy pragmatism, mass innovation, and entrepreneurship, and the development of the ''new infrastructures''.

DKK 545.00
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Fundamentals of Machine Learning - Thomas P. (professor Of Computer Science Trappenberg - Bog - Oxford University Press - Plusbog.dk

Fundamentals of Machine Learning - Thomas P. (professor Of Computer Science Trappenberg - Bog - Oxford University Press - Plusbog.dk

Interest in machine learning is exploding worldwide, both in research and for industrial applications. Machine learning is fast becoming a fundamental part of everyday life. This book is a brief introduction to this area - exploring its importance in a range of many disciplines, from science to engineering, and even its broader impact on our society. The book is written in a style that strikes a balance between brevity of explanation, rigorous mathematical argument, and outlines principle ideas. At the same time, it provides a comprehensive overview of a variety of methods and their application within this field. This includes an introduction to Bayesian approaches to modeling, as well as deep learning. Writing small programs to apply machine learning techniques is made easy by high level programming systems, and this book shows examples in Python with the machine learning libraries ''sklearn'' and ''Keras''. The first four chapters concentrate on the practical side of applying machine learning techniques. The following four chapters discuss more fundamental concepts that includes their formulation in a probabilistic context. This is followed by two more chapters on advanced models, that of recurrent neural networks and that of reinforcement learning. The book closes with a brief discussion on the impact of machine learning and AI on our society.Fundamentals of Machine Learning provides a brief and accessible introduction to this rapidly growing field, one that will appeal to students and researchers across computer science and computational neuroscience, as well as the broader cognitive sciences.

DKK 440.00
1

The Universal Turing Machine - - Bog - Oxford University Press - Plusbog.dk

The Universal Turing Machine - - Bog - Oxford University Press - Plusbog.dk

This volume commemorates the work of Alan Turing, because it was Turing who not only introduced the most persuasive and influential concept of a machine model of effective computability but who also anticipated in his work the diversity of topics brought together here. As Newman put it in his memoir of Turing, "The central problem with which he started and to which he constantly returned is the extent and the limitations of mechanistic explanations of nature."Turing''s paper "On computable numbers, with an application to the Entscheidungs problem" appeared in print in 1937. It contained Turing''s thesis that every `effective'' computation can be programmed on a Turing machine. Furthermore it contained the unsolvability of the halting problem and of the decision problem for first-order logic, and it presented the invention of the universal Turing machine. The publication of this idea is acknowledged as a landmark of the computer age.Part I of the volume explores the historical aspect with essays on the background, on Turing''s work, and on subsequent developments. Part II contains an extensive series of essays on the influence and applications of these ideas in mathematics, mathematical logic, philosophy of mathematics, computer science, artificial intelligence, philosophy of language, philosophy of mind, and physics.

DKK 689.00
1

Oxford Read and Imagine: Level 4:: A Machine for the Future - Paul Shipton - Bog - Oxford University Press - Plusbog.dk

Oxford Read and Imagine: Level 4:: A Machine for the Future - Paul Shipton - Bog - Oxford University Press - Plusbog.dk

Oxford Read and Imagine is a fiction series written for primary and pre-primary students. Young learners follow Rosie, Ben and Grandpa on their adventures and grow up with the characters as they read and learn. Why were Ben, Rosie, and Max beside this dark swamp? Why was an amazing machine sinking in it? Could Ben and Clunk get the machine out fast and take everyone home? And what about those hungry alligators?CEFR A1/A2Word count: 1,353

DKK 159.00
1

Machine Learning for Signal Processing - Prof Max A. Little - Bog - Oxford University Press - Plusbog.dk

Machine Learning for Signal Processing - Prof Max A. Little - Bog - Oxford University Press - Plusbog.dk

This book describes in detail the fundamental mathematics and algorithms of machine learning (an example of artificial intelligence) and signal processing, two of the most important and exciting technologies in the modern information economy. Taking a gradual approach, it builds up concepts in a solid, step-by-step fashion so that the ideas and algorithms can be implemented in practical software applications.Digital signal processing (DSP) is one of the ''foundational'' engineering topics of the modern world, without which technologies such the mobile phone, television, CD and MP3 players, WiFi and radar, would not be possible. A relative newcomer by comparison, statistical machine learning is the theoretical backbone of exciting technologies such as automatic techniques for car registration plate recognition, speech recognition, stock market prediction, defect detection on assembly lines, robot guidance, and autonomous car navigation. Statistical machine learning exploits the analogy between intelligent information processing in biological brains and sophisticated statistical modelling and inference.DSP and statistical machine learning are of such wide importance to the knowledge economy that both have undergone rapid changes and seen radical improvements in scope and applicability. Both make use of key topics in applied mathematics such as probability and statistics, algebra, calculus, graphs and networks. Intimate formal links between the two subjects exist and because of this many overlaps exist between the two subjects that can be exploited to produce new DSP tools of surprising utility, highly suited to the contemporary world of pervasive digital sensors and high-powered, yet cheap, computing hardware. This book gives a solid mathematical foundation to, and details the key concepts and algorithms in this important topic.

DKK 382.00
1

Oxford Reading Tree TreeTops Fiction: Level 12 More Pack C: Scrapman and the Incredible Flying Machine - Carolyn Bear - Bog - Oxford University Press

Oxford Reading Tree TreeTops Fiction: Level 12 More Pack C: Scrapman and the Incredible Flying Machine - Carolyn Bear - Bog - Oxford University Press

In Scrapman and the Incredible Flying Machine Winston dreams of making a flying machine. There is just one problem. The machine Winston has made won''t fly! Can Scrapman help him?TreeTops Fiction contains a wide range of quality stories enabling children to explore and develop their own reading tastes and interests. It contains stories from a variety of genres including humour, sci-fi, adventure, mystery and historical fiction. These exciting stories are ideal for introducing children to a wide selection of authors and illustrators. There is huge variety to ensure every reader finds books they will enjoy and can read.Books contain inside cover notes to support children in their reading. Help with children''s reading development also available at www.oxfordowl.co.uk.The books are finely levelled, making it easy to match every child to the right book.

DKK 116.00
1

Machine Learning for Signal Processing - Max A. (professor Of Mathematics Little - Bog - Oxford University Press - Plusbog.dk

Machine Learning for Signal Processing - Max A. (professor Of Mathematics Little - Bog - Oxford University Press - Plusbog.dk

This book describes in detail the fundamental mathematics and algorithms of machine learning (an example of artificial intelligence) and signal processing, two of the most important and exciting technologies in the modern information economy. Taking a gradual approach, it builds up concepts in a solid, step-by-step fashion so that the ideas and algorithms can be implemented in practical software applications. Digital signal processing (DSP) is one of the ''foundational'' engineering topics of the modern world, without which technologies such the mobile phone, television, CD and MP3 players, WiFi and radar, would not be possible. A relative newcomer by comparison, statistical machine learning is the theoretical backbone of exciting technologies such as automatic techniques for car registration plate recognition, speech recognition, stock market prediction, defect detection on assembly lines, robot guidance, and autonomous car navigation. Statistical machine learning exploits the analogy between intelligent information processing in biological brains and sophisticated statistical modelling and inference. DSP and statistical machine learning are of such wide importance to the knowledge economy that both have undergone rapid changes and seen radical improvements in scope and applicability. Both make use of key topics in applied mathematics such as probability and statistics, algebra, calculus, graphs and networks. Intimate formal links between the two subjects exist and because of this many overlaps exist between the two subjects that can be exploited to produce new DSP tools of surprising utility, highly suited to the contemporary world of pervasive digital sensors and high-powered, yet cheap, computing hardware. This book gives a solid mathematical foundation to, and details the key concepts and algorithms in this important topic.

DKK 769.00
1

Project X Origins: Dark Red+ Book band, Oxford Level 19: Fears and Frights: The Fear Machine - J.a. Henderson - Bog - Oxford University Press -

Project X Origins: Dark Red+ Book band, Oxford Level 19: Fears and Frights: The Fear Machine - J.a. Henderson - Bog - Oxford University Press -

Project X Origins is a ground-breaking guided reading programme for the whole school. Action-packed stories, fascinating non-fiction and comprehensive guided reading support meet the needs of children at every stage of their reading development. A mysterious villain is on the loose in The Fear Machine but what do they want with safety deposit box 49?

DKK 124.00
1

Donald Michie: machine intelligence, biology and more - Ashwin Srinivasan - Bog - Oxford University Press - Plusbog.dk

Donald Michie: machine intelligence, biology and more - Ashwin Srinivasan - Bog - Oxford University Press - Plusbog.dk

Donald Michie was an extraordinary character. In a scientific career that spanned nearly 65 years, he was the pioneer in several fields including computing, mouse embryology, transplantation biology, and machine intelligence. Tragically, he died in a car crash in 2007. Here, Ashwin Srinivasan presents a varied collection of Michie''s writings, from Colossus and computers to mouse genetics and politics. Srinivasan, a computer scientist and grand-student of Donald Michie, introduces each section and brings together an engaging collection of lively essays, revealing Michie''s remarkable personality and painting a picture of his life and interests.

DKK 590.00
1

Human-Like Machine Intelligence - - Bog - Oxford University Press - Plusbog.dk

Human-Like Machine Intelligence - - Bog - Oxford University Press - Plusbog.dk

In recent years there has been increasing excitement concerning the potential of Artificial Intelligence to transform human society. This book addresses the leading edge of research in this area. The research described aims to address present incompatibilities of Human and Machine reasoning and learning approaches. According to the influential US funding agency DARPA (originator of the Internet and Self-Driving Cars) this new area represents the Third Wave of Artificial Intelligence (3AI, 2020s-2030s), and is being actively investigated in the US, Europe and China. The chapters of this book have been authored by a mixture of UK and other international specialists. Some of the key questions addressed by the Human-Like Computing programme include how AI systems might 1) explain their decisions effectively, 2) interact with human beings in natural language, 3) learn from small numbers of examples and 4) learn with minimal supervision. Solving such fundamental problems involves new foundational research in both the Psychology of perception and interaction as well as the development of novel algorithmic approaches in Artificial Intelligence.

DKK 742.00
1

The Time Machine - H. G. Wells - Bog - Oxford University Press - Plusbog.dk

The Time Machine - H. G. Wells - Bog - Oxford University Press - Plusbog.dk

''So, in the end, above ground you must have the Haves, pursuing pleasure and comfort and beauty, and below ground the Have-nots, the Workers...''At a Victorian dinner party, in Richmond, London, the Time Traveller returns to tell his extraordinary tale of mankind''s future in the year 802,701 AD. It is a dystopian vision of Darwinian evolution, with humans split into an above-ground species of Eloi, and their troglodyte brothers. The first book H. G. Wells published, The Time Machine is a scientific romance that helped invent the genre of science fiction and the time travel story. Even before its serialisation had finished in the spring of 1895, Wells had been declared ''a man of genius'', and the book heralded a fifty year career of a major cultural and political controversialist. It is a sardonic rejection of Victorian ideals of progress and improvement and a detailed satirical commentary on the Decadent culture of the 1890s.This edition features a contextual introduction, detailed explanatory notes, and two essays Wells wrote just prior to the publication of his first book.

DKK 113.00
1

The Volatility Machine - Michael (adjunct Professor Pettis - Bog - Oxford University Press - Plusbog.dk

The Volatility Machine - Michael (adjunct Professor Pettis - Bog - Oxford University Press - Plusbog.dk

This book presents a radically different argument for what has caused, and likely will continue to cause, the collapse of emerging market economies. Pettis combines the insights of economic history, economic theory, and finance theory into a comprehensive model for understanding sovereign liability management and the causes of financial crises. He examines recent financial crises in emerging market countries along with the history of international lending since the 1820s to argue that the process of international lending is driven primarily by external events and not by local politics and/or economic policies. He draws out the corporate finance implications of this approach to argue that most of the current analyses of the recent financial crises suffered by Latin America, Asia, and Russia have largely missed the point. He then develops a sovereign finance model, analogous to corporate finance, to understand the capital structure needs of emerging market countries. Using this model, he finally puts into perspective the recent crises, a new sovereign liability management theory, the implications of the model for sovereign debt restructurings, and the new financial architecture. Bridging the gap between finance specialists and traders, on the one hand, and economists and policy-makers on the other, The Volatility Machine is critical reading for anyone interested in where the international economy is going over the next several years.

DKK 509.00
1

Project X Origins: Grey Book Band, Oxford Level 13: Great Escapes: The X-Machine - Tony Bradman - Bog - Oxford University Press - Plusbog.dk

Project X Origins: Grey Book Band, Oxford Level 13: Great Escapes: The X-Machine - Tony Bradman - Bog - Oxford University Press - Plusbog.dk

Project X Origins is a ground-breaking guided reading programme for the whole school. Action-packed stories, fascinating non-fiction and comprehensive guided reading support meet the needs of children at every stage of their reading development. In The X-Machine Dr X has finally captured Max, Cat, Ant and Tiger, as well as Dani Day, and their watches: will he now be able to implement his master plan, or will the children finally put an end to his cunning plots once and for all?Each book contains inside cover notes that highlight challenge words, prompt questions and a range of follow-up activities to support children in their reading.

DKK 109.00
1

Oxford Reading Tree TreeTops Chucklers: Level 12: The Ghost in the Washing Machine - John Foster - Bog - Oxford University Press - Plusbog.dk

Oxford Reading Tree TreeTops Chucklers: Level 12: The Ghost in the Washing Machine - John Foster - Bog - Oxford University Press - Plusbog.dk

The Ghost in the Washing Machine is packed with poems and jokes. Have you ever wondered how aliens drink their tea? Or what''s written on a robot''s tombstone? Find out about a trampolining queen, then take a sneaky peak at a superhero''s diary.Chucklers is a series of funny novels, short stories, anthologies and comics that make reading a pleasure for 7-11 year olds. There is something for everyone in this varied collection which is packed with fantastic illustrations.Books contain inside cover notes to support children in their reading. Help with children''s reading development also available at www.oxfordowl.co.uk.The series is written by top children''s authors and edited by award-winning author Jeremy Strong. The books are finely levelled, making it easy to match every child to the right book.

DKK 116.00
1