Exploring Top Books of Shelfari

The Drunkard's Walk: How Randomness Rules Our Lives

The Drunkard's Walk: How Randomness Rules Our Lives

by Leonard Mlodinow

In this irreverent and illuminating book, acclaimed writer and scientist Leonard Mlodinow shows us how randomness, change, and probability reveal a tremendous amount about our daily lives, and how we misunderstand the significance of everything from a casual conversation to a major financial setback. As a result, successes and failures in life are often attributed to clear and obvious cases, when in actuality... (more)

The Elements of Statistical Learning

by Robert Tibshirani, Trevor Hastie, J. H. Friedman

During the past decade there has been an explosion in computation and information technology. With it has come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these... (more)

Principles of Data Mining (Adaptive Computation and Machine Learning)

Principles of Data Mining (Adaptive Computation and Machine Learning)

by D. J. Hand

The growing interest in data mining is motivated by a common problem across disciplines: how does one store, access, model, and ultimately describe and understand very large data sets? Historically, different aspects of data mining have been addressed independently by different disciplines. This is the first truly interdisciplinary text on data mining, blending the contributions of information science, computer... (more)

Causality: Models, Reasoning, and Inference

Causality: Models, Reasoning, and Inference

by Judea Pearl

Written by one of the pre-eminent researchers in the field, this book provides a comprehensive exposition of modern analysis of causation. It shows how causality has grown from a nebulous concept into a mathematical theory with significant applications in the fields of statistics, artificial intelligence, philosophy, cognitive science, and the health and social sciences. Pearl presents a unified account of the... (more)

Music and Probability

by David Temperley

In Music and Probability , David Temperley explores issues in music perception and cognition from a probabilistic perspective. The application of probabilistic ideas to music has been pursued only sporadically over the past four decades, but the time is ripe, Temperley argues, for a reconsideration of how probabilities shape music perception and even music itself. Recent advances in the application of probability... (more)

Probability Theory

by A A Borovkov

Probability theory forms the basis of mathematical statistics, and has applications in many related areas. This comprehensive book tackles the principal problems and advanced questions of probability theory in 21 self-contained chapters, which are presented in logical order, but are also easy to deal with individually. The book is further distinguished by the inclusion of clear and illustrative proofs of the... (more)

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Tags: probability theory