Reinforcement Learning: An Introduction


Richard S. Sutton - 1998
    Their discussion ranges from the history of the field's intellectual foundations to the most recent developments and applications.Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives when interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the key ideas and algorithms of reinforcement learning. Their discussion ranges from the history of the field's intellectual foundations to the most recent developments and applications. The only necessary mathematical background is familiarity with elementary concepts of probability.The book is divided into three parts. Part I defines the reinforcement learning problem in terms of Markov decision processes. Part II provides basic solution methods: dynamic programming, Monte Carlo methods, and temporal-difference learning. Part III presents a unified view of the solution methods and incorporates artificial neural networks, eligibility traces, and planning; the two final chapters present case studies and consider the future of reinforcement learning.

The Reproduction of Mothering: Psychoanalysis and the Sociology of Gender


Nancy J. Chodorow - 1978
    The Reproduction of Mothering was chosen by Contemporary Sociology as one of the ten most influential books of the past twenty-five years. With a new preface by the author, this updated edition is testament to the formative effect that Nancy Chodorow's work continues to exert on psychoanalysis, social science, and the humanities.

General System Theory: Foundations, Development, Applications


Ludwig Von Bertalanffy - 1969
    An attempt to formulate common laws that apply to virtually every scientific field, this conceptual approach has had a profound impact on such widely diverse disciplines as biology, economics, psychology, and demography.

The Earth After Us: What Legacy Will Humans Leave in the Rocks?


Jan Zalasiewicz - 2008
    He describes how geologists in the far future might piece together the history of the planet, and slowly decipher the history of humanity from the traces we will leave impressed in the rock strata. What story will the rocks tell of us? What kind of fossils will humans leave behind? What will happen to cities, cars, and plastic cups? The trail leads finally to the bones of the inhabitants of petrified cities that have slept deep underground for many millions of years. As thought-provoking as it is engaging, this book simultaneously explains the geological mechanisms that shape our planet, from fossilization to plate tectonics, illuminates the various ingenious ways in which geologists and paleontologist work, and offers a final perspective on humanity and its actions that may prove to be more objective than any other.

An Introduction to Probability Theory and Its Applications, Volume 1


William Feller - 1968
    Beginning with the background and very nature of probability theory, the book then proceeds through sample spaces, combinatorial analysis, fluctuations in coin tossing and random walks, the combination of events, types of distributions, Markov chains, stochastic processes, and more. The book's comprehensive approach provides a complete view of theory along with enlightening examples along the way.

Quantum Field Theory in a Nutshell


A. Zee - 2003
    A quantum field theory text for the twenty-first century, this book makes the essential tool of modern theoretical physics available to any student who has completed a course on quantum mechanics and is eager to go on.Quantum field theory was invented to deal simultaneously with special relativity and quantum mechanics, the two greatest discoveries of early twentieth-century physics, but it has become increasingly important to many areas of physics. These days, physicists turn to quantum field theory to describe a multitude of phenomena.Stressing critical ideas and insights, Zee uses numerous examples to lead students to a true conceptual understanding of quantum field theory--what it means and what it can do. He covers an unusually diverse range of topics, including various contemporary developments, while guiding readers through thoughtfully designed problems. In contrast to previous texts, Zee incorporates gravity from the outset and discusses the innovative use of quantum field theory in modern condensed matter theory.Without a solid understanding of quantum field theory, no student can claim to have mastered contemporary theoretical physics. Offering a remarkably accessible conceptual introduction, this text will be widely welcomed and used.

Heavy Metal: The Music and Its Culture


Deena Weinstein - 1991
    Embraced by millions of fans, it has also attracted a chorus of critics, who have denounced it as a corrupter of youth—even blamed it for tragedies like the murders at Columbine. Deena Weinstein argues that these fears stem from a deep misunderstanding of the energetic, rebellious culture of metal, which she analyzes, explains, and defends. She interprets all aspects of the metal world—the music and its makers, its fans, its dress code, its lyrics—and in the process unravels the myths, misconceptions, and truths about an irreverent subculture that has endured and evolved for twenty years.

Godel: A Life Of Logic, The Mind, And Mathematics


John L. Casti - 2000
    His Incompleteness Theorem turned not only mathematics but also the whole world of science and philosophy on its head. Equally legendary were Gö's eccentricities, his close friendship with Albert Einstein, and his paranoid fear of germs that eventually led to his death from self-starvation. Now, in the first popular biography of this strange and brilliant thinker, John Casti and Werner DePauli bring the legend to life. After describing his childhood in the Moravian capital of Brno, the authors trace the arc of Gö's remarkable career, from the famed Vienna Circle, where philosophers and scientists debated notions of truth, to the Institute for Advanced Study in Princeton, New Jersey, where he lived and worked until his death in 1978. In the process, they shed light on Gö's contributions to mathematics, philosophy, computer science, artificial intelligence -- even cosmology -- in an entertaining and accessible way.

The Full Plate Diet: Slim Down, Look Great, Be Healthy


Stuart A. Seale - 2010
    You can eat meat--just follow Mom's advice. No yo-yo--you can stay on this diet because you won't feel deprived--won't have to eat tiny portions. You get started by making small changes, not big ones. No hassle--you don't have to count calories, you can shop at your regular grocery store, and spend less on food. Big health payoffs include heart health, cancer fighting, diabetes friendly, more energy, and long life. Lots of medical research backing The Full Plate Diet (TM).

Letters on England


Voltaire - 1733
    He was full of enthusiasm and freedom - as opposed to the tyrannical feudal society of his homeland. Letters on England discusses English religious sects, politics, scientists and writers with great admiration, yet the clever Voltaire also flattered his French readers with humorous references to the old-fashioned clothes and speech of the Quakers and to antics in the House of Commons. At first banned in France, this intriguing and often comic account of a culture viewed through foreign eyes was to prove highly influential in shaping French attitudes to England.Leonard Tancock's translation brilliantly captures Voltaire's ironic tone, and is accompanied by an introduction discussing his depiction of England and the events that led to his exile. This edition also includes notes, new further reading and chronology, and an appendix on Voltaire's verse translation of English works.

Advanced Screenwriting: Raising Your Script to the Academy Award Level


Linda Seger - 2003
    Among the many subjects it discusses: working with non-traditional forms; maintaining a consistent and ongoing storyline; developing a personal cinematic style; finding a script's audience; keeping an audience's attention; developing subtexts; utilising psychology and philosophy; creating realism; polishing scenes; creating memorable dialogue.

Data Mining: Concepts and Techniques (The Morgan Kaufmann Series in Data Management Systems)


Jiawei Han - 2000
    Not only are all of our business, scientific, and government transactions now computerized, but the widespread use of digital cameras, publication tools, and bar codes also generate data. On the collection side, scanned text and image platforms, satellite remote sensing systems, and the World Wide Web have flooded us with a tremendous amount of data. This explosive growth has generated an even more urgent need for new techniques and automated tools that can help us transform this data into useful information and knowledge.Like the first edition, voted the most popular data mining book by KD Nuggets readers, this book explores concepts and techniques for the discovery of patterns hidden in large data sets, focusing on issues relating to their feasibility, usefulness, effectiveness, and scalability. However, since the publication of the first edition, great progress has been made in the development of new data mining methods, systems, and applications. This new edition substantially enhances the first edition, and new chapters have been added to address recent developments on mining complex types of data- including stream data, sequence data, graph structured data, social network data, and multi-relational data.A comprehensive, practical look at the concepts and techniques you need to know to get the most out of real business dataUpdates that incorporate input from readers, changes in the field, and more material on statistics and machine learningDozens of algorithms and implementation examples, all in easily understood pseudo-code and suitable for use in real-world, large-scale data mining projectsComplete classroom support for instructors at www.mkp.com/datamining2e companion site

Numerical Linear Algebra


Lloyd N. Trefethen - 1997
    The clarity and eloquence of the presentation make it popular with teachers and students alike. The text aims to expand the reader's view of the field and to present standard material in a novel way. All of the most important topics in the field are covered with a fresh perspective, including iterative methods for systems of equations and eigenvalue problems and the underlying principles of conditioning and stability. Presentation is in the form of 40 lectures, which each focus on one or two central ideas. The unity between topics is emphasized throughout, with no risk of getting lost in details and technicalities. The book breaks with tradition by beginning with the QR factorization - an important and fresh idea for students, and the thread that connects most of the algorithms of numerical linear algebra.

The Mathematical Theory of Communication


Claude Shannon - 1949
    Republished in book form shortly thereafter, it has since gone through four hardcover and sixteen paperback printings. It is a revolutionary work, astounding in its foresight and contemporaneity. The University of Illinois Press is pleased and honored to issue this commemorative reprinting of a classic.

Tavistock Institute: Social Engineering the Masses


Daniel Estulin - 2011
    But this book posits that it is the world’s center for mass brainwashing and social engineering activities. It grew from a somewhat crude beginning at Wellington House into a sophisticated organization that was to shape the destiny of the entire planet, and in the process, change the paradigm of modern society. In this eye-opening work, both the Tavistock network and the methods of brainwashing and psychological warfare are uncovered. With connections to U.S. research institutes, think tanks, and the drug industry, the Tavistock has a large reach, and Tavistock Institute attempts to show that the conspiracy is real, who is behind it, what its final long term objectives are, and how we the people can stop them.