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Machine Learning - Kevin P. Murphy - Bog - MIT Press Ltd - Plusbog.dk

Machine Learning - Kevin P. Murphy - Bog - MIT Press Ltd - Plusbog.dk

A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach. Today''s Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach. The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and deep learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms. All topics are copiously illustrated with color images and worked examples drawn from such application domains as biology, text processing, computer vision, and robotics. Rather than providing a cookbook of different heuristic methods, the book stresses a principled model-based approach, often using the language of graphical models to specify models in a concise and intuitive way. Almost all the models described have been implemented in a MATLAB software package—PMTK (probabilistic modeling toolkit)—that is freely available online. The book is suitable for upper-level undergraduates with an introductory-level college math background and beginning graduate students.

DKK 1027.00
1

The Leak - Robert P. Crease - Bog - MIT Press Ltd - Plusbog.dk

The Leak - Robert P. Crease - Bog - MIT Press Ltd - Plusbog.dk

How the discovery of a harmless leak of radiation sparked a media firestorm, political grandstanding, and fearmongering that closed a vital scientific facility. In 1997, scientists at Brookhaven National Laboratory found a small leak of radioactive water near their research reactor. Brookhaven was—and is—a world-class, Nobel Prize–winning lab, and its reactor was the cornerstone of US materials science and one of the world’s finest research facilities. The leak, harmless to health, came from a storage pool rather than the reactor. But its discovery triggered a media and political firestorm that resulted in the reactor’s shutdown, and even attempts to close the entire laboratory. A quarter century later, the episode reveals the dynamics of today’s controversies in which fears and the dismissal of science disrupt serious discussion and research of vital issues such as vaccines, climate change, and toxic chemicals. This story has all the elements of a thriller, with vivid characters and dramatic twists and turns. Key players include congressmen and scientists; journalists and university presidents; actors, supermodels, and anti-nuclear activists, all interacting and teaming up in surprising ways. The authors, each with insider knowledge of and access to confidential documents and the key players, reveal how a fact of no health significance could be portrayed as a Chernobyl-like disaster. This compelling exposé reveals the gaps between scientists, politicians, media, and the public that have only gotten more dangerous since 1997. Peter Bond is a retired physicist who worked at Brookhaven National Laboratory for 43 years in a wide variety of roles, including interim laboratory director during much of the period covered by this book.

DKK 261.00
1

Sculptor and Destroyer - Mark P. Mattson - Bog - MIT Press Ltd - Plusbog.dk

Sculptor and Destroyer - Mark P. Mattson - Bog - MIT Press Ltd - Plusbog.dk

The fascinating story of glutamate, the neurotransmitter that controls the structure and function of the brain in health and neurological disorders. Sculptor and Destroyer tells the story of a simple, little-known molecule that became a master architect and commander of the human brain: glutamate. Upward of 90 percent of the neurons in the human brain deploy glutamate as their neurotransmitter. Other neurotransmitters can only exert their effects on brain function by subtly modifying the ongoing activity of glutamatergic neurons, but during brain development glutamate controls the growth of dendrites and the formation of synapses. In this eye-opening book, Mark Mattson explains how the neurotransmitter glutamate controls the structure and function of neuronal networks in the brain, thereby mediating the brain’s capabilities, including learning and memory, creativity, and imagination.Mattson also delves deeply into the dark side of glutamate, which he calls the “destroyer” side. He shows how relatively subtle aberrancies in the activity of neurons that deploy glutamate may result in behavioral disorders ranging from autism and schizophrenia to chronic anxiety and depression. More dramatically, he describes how glutamate can excite neurons to death, a process that occurs in epilepsy and stroke and, perhaps even more insidiously, in Alzheimer’s disease, Parkinson’s disease, ALS, and Huntington’s disease. Sculptor and Destroyer concludes with a perspective on how knowledge of glutamate’s roles in neuroplasticity might be applied to the optimization of brain health throughout our lives.Written in engaging, approachable prose , Sculptor and Destroyer will be of interest to anyone in the fields of neuroscience, neurology, psychiatry, and psychology, as well as to anyone with a curiosity about the human brain.

DKK 326.00
1

Pricing the Priceless - Joseph P. Newhouse - Bog - MIT Press Ltd - Plusbog.dk

Pricing the Priceless - Joseph P. Newhouse - Bog - MIT Press Ltd - Plusbog.dk

The health care industry differs from most other industries in that medical pricing is primarily administered by the government and private insurers and in that it uses several types of contracts. Providers may receive a fixed sum for all necessary services within a given period of time, for the necessary services to treat a given condition, or for each specific service. The industry is changing dramatically, offering many natural experiments to aid understanding of the economics of pricing for health care. In Pricing the Priceless , Joseph Newhouse explains the different pricing systems and how they affect resource allocation and efficiency, focusing on the efficiency of pricing. He also discusses larger issues of equity, fair distribution of burden, and social justice. Although most of the examples are American-based, the same issues arise in all medical care financing and delivery systems, and the theories and models are general enough to apply to many institutional contexts. The topics include Medicare, managed care, the contemporary integration of health insurance and medical care, the management of moral hazard and stinting, uncertainty and risk aversion, the demand for health insurance, agency relationships, information disparities, regulation, and supply-side and demand-side selection.

DKK 250.00
1

The Seasoned Schemer - Daniel P. Friedman - Bog - MIT Press Ltd - Plusbog.dk

The Seasoned Schemer - Daniel P. Friedman - Bog - MIT Press Ltd - Plusbog.dk

The notion that "thinking about computing is one of the most exciting things the human mind can do" sets both The Little Schemer (formerly known as The Little LISPer ) and its new companion volume, The Seasoned Schemer , apart from other books on LISP. The authors'' enthusiasm for their subject is compelling as they present abstract concepts in a humorous and easy-to-grasp fashion. Together, these books will open new doors of thought to anyone who wants to find out what computing is really about. The Little Schemer introduces computing as an extension of arithmetic and algebra; things that everyone studies in grade school and high school. It introduces programs as recursive functions and briefly discusses the limits of what computers can do. The authors use the programming language Scheme, and interesting foods to illustrate these abstract ideas. The Seasoned Schemer informs the reader about additional dimensions of computing: functions as values, change of state, and exceptional cases. The Little LISPer has been a popular introduction to LISP for many years. It had appeared in French and Japanese. The Little Schemer and The Seasoned Schemer are worthy successors and will prove equally popular as textbooks for Scheme courses as well as companion texts for any complete introductory course in Computer Science.

DKK 455.00
1

The Little Schemer - Daniel P. Friedman - Bog - MIT Press Ltd - Plusbog.dk

The Little Schemer - Daniel P. Friedman - Bog - MIT Press Ltd - Plusbog.dk

The notion that "thinking about computing is one of the most exciting things the human mind can do" sets both The Little Schemer (formerly known as The Little LISPer ) and its new companion volume, The Seasoned Schemer , apart from other books on LISP. The authors'' enthusiasm for their subject is compelling as they present abstract concepts in a humorous and easy-to-grasp fashion. Together, these books will open new doors of thought to anyone who wants to find out what computing is really about. The Little Schemer introduces computing as an extension of arithmetic and algebra; things that everyone studies in grade school and high school. It introduces programs as recursive functions and briefly discusses the limits of what computers can do. The authors use the programming language Scheme, and interesting foods to illustrate these abstract ideas. The Seasoned Schemer informs the reader about additional dimensions of computing: functions as values, change of state, and exceptional cases. The Little LISPer has been a popular introduction to LISP for many years. It had appeared in French and Japanese. The Little Schemer and The Seasoned Schemer are worthy successors and will prove equally popular as textbooks for Scheme courses as well as companion texts for any complete introductory course in Computer Science.

DKK 405.00
1

The Little Learner - Daniel P. Friedman - Bog - MIT Press Ltd - Plusbog.dk

The Little Learner - Daniel P. Friedman - Bog - MIT Press Ltd - Plusbog.dk

A highly accessible, step-by-step introduction to deep learning, written in an engaging, question-and-answer style. The Little Learner introduces deep learning from the bottom up, inviting students to learn by doing. With the characteristic humor and Socratic approach of classroom favorites The Little Schemer and The Little Typer, this kindred text explains the workings of deep neural networks by constructing them incrementally from first principles using little programs that build on one another. Starting from scratch, the reader is led through a complete implementation of a substantial application: a recognizer for noisy Morse code signals. Example-driven and highly accessible, The Little Learner covers all of the concepts necessary to develop an intuitive understanding of the workings of deep neural networks, including tensors, extended operators, gradient descent algorithms, artificial neurons, dense networks, convolutional networks, residual networks, and automatic differentiation. - Conversational style, illustrations, and question-and-answer format make deep learning accessible and fun - Incremental approach constructs advanced concepts from first principles - Presents key ideas of machine learning using a small, manageable subset of the Scheme language - Suitable for anyone with knowledge of high school math and some programming experience

DKK 494.00
1

The Intermittent Fasting Revolution - Mark P. Mattson - Bog - MIT Press Ltd - Plusbog.dk

The Intermittent Fasting Revolution - Mark P. Mattson - Bog - MIT Press Ltd - Plusbog.dk

How intermittent fasting can enhance resilience, improve mental and physical performance, and protect against aging and disease. Most of us eat three meals a day with a smattering of snacks because we think that’s the normal, healthy way to eat. This book shows why that’s not the case. The human body and brain evolved to function well in environments where food could be obtained only intermittently. When we look at the eating patterns of our distant ancestors, we can see that an intermittent fasting eating pattern is normal—and eating three meals a day is not. In The Intermittent Fasting Revolution , prominent neuroscientist Mark Mattson shows that intermittent fasting is not only normal but also good for us; it can enhance our ability to cope with stress by making cells more resilient. It also improves mental and physical performance and protects against aging and disease. Intermittent fasting is not the latest fad diet; it doesn’t dictate food choice or quantity. It doesn’t make money for the pharmaceutical, processed food, or health care industries. Intermittent fasting is an eating pattern that includes frequent periods of time with little or negligible amounts of food. It is often accompanied by weight loss, but, Mattson says, studies show that its remarkable beneficial effects cannot be accounted for by weight loss alone.Mattson—whose pioneering research uncovered the ways that the brain responds to fasting and exercise—explains how thriving while fasting became an evolutionary adaptation. He describes the specific ways that intermittent fasting slows aging; reduces the risk of diseases, including obesity, Alzheimer’s, and diabetes; and improves both brain and body performance. He also offers practical advice on adopting an intermittent fasting eating pattern as well as information for parents and physicians.

DKK 189.00
1

The Computational Neurobiology of Reaching and Pointing - Steven P. Wise - Bog - MIT Press Ltd - Plusbog.dk

The Computational Neurobiology of Reaching and Pointing - Steven P. Wise - Bog - MIT Press Ltd - Plusbog.dk

An introduction to the computational biology of reaching and pointing, with an emphasis on motor learning. Neuroscience involves the study of the nervous system, and its topics range from genetics to inferential reasoning. At its heart, however, lies a search for understanding how the environment affects the nervous system and how the nervous system, in turn, empowers us to interact with and alter our environment. This empowerment requires motor learning. The Computational Neurobiology of Reaching and Pointing addresses the neural mechanisms of one important form of motor learning. The authors integrate material from the computational, behavioral, and neural sciences of motor control that is not available in any other single source. The result is a unified, comprehensive model of reaching and pointing. The book is intended to be used as a text by graduate students in both neuroscience and bioengineering and as a reference source by experts in neuroscience, robotics, and other disciplines. The book begins with an overview of the evolution, anatomy, and physiology of the motor system, including the mechanisms for generating force and maintaining limb stability. The sections that follow, "Computing Locations and Displacements", "Skills, Adaptations, and Trajectories", and "Predictions, Decisions, and Flexibility", present a theory of sensorially guided reaching and pointing that evolves organically based on computational principles rather than a traditional structure-by-structure approach. The book also includes five appendixes that provide brief refreshers on fundamentals of biology, mathematics, physics, and neurophysiology, as well as a glossary of relevant terms. The authors have also made supplemental materials available on the Internet. These web documents provide source code for simulations, step-by-step derivations of certain mathematical formulations, and expanded explanations of some concepts.

DKK 649.00
1

Computability and Complexity - Hubie Chen - Bog - MIT Press Ltd - Plusbog.dk

Computability and Complexity - Hubie Chen - Bog - MIT Press Ltd - Plusbog.dk

A clear, comprehensive, and rigorous introduction to the theory of computation. What is computable? What leads to efficiency in computation? Computability and Complexity offers a clear, comprehensive, and rigorous introduction to the mathematical study of the capabilities and limitations of computation. Hubie Chen covers the core notions, techniques, methods, and questions of the theory of computation before turning to several advanced topics. Emphasizing intuitive learning and conceptual discussion, this textbook’s accessible approach offers a robust foundation for understanding both the reach and restrictions of algorithms and computers. - Extensive exercises and diagrams enhance streamlined, student-friendly presentation of mathematically rigorous material - Includes thorough treatment of automata theory, computability theory, and complexity theory—including the P versus NP question and the theory of NP-completeness - Suitable for undergraduate and graduate students, researchers, and professionals

DKK 549.00
1

The Phantom Scientist - Edward Gauvin - Bog - MIT Press Ltd - Plusbog.dk

The Phantom Scientist - Edward Gauvin - Bog - MIT Press Ltd - Plusbog.dk

A mind-bending graphic novel that teases devious thrills from the mysteries of systems theory. An isolated institute laid out in a Fibonacci sequence, hidden deep in the forest. Twenty-four labs. Twenty-four researchers. Until one of them disappears . . .When physicist Stéphane Douasy arrives to occupy the vacant twenty-fourth lab at the Institute for the Study of Complex and Dynamic Systems, an ominous problem rises in his wake: what has happened to his missing neighbor in Building F?When Stéphane’s neighbors, a discouraged linguist and a computer scientist bent on predicting the future, discover that the missing researcher may have solved the P versus NP problem—a coup in computer science with revolutionary implications for everything from mathematics to philosophy—before vanishing, things turn stranger still, and even more menacing. Solving the mystery of the Institute and its devolution into mayhem and violence every seventh year quickly shifts from being an intellectual exercise to a matter of life and death. The Phantom Scientist is part thriller, part mystery, part systems theory—and all enthralling. The tale slyly draws together linguistics, biology, astrophysics, and robotics in a mind-bending puzzle that will thrill and inform readers.

DKK 209.00
1