Jacob's Book Garden

hzwahdourtxrzeom – Read and download Robert E. Schapire’s book Boosting : Foundations and Algorithms in PDF, EPub, Mobi, Kindle online. Book Boosting : Foundations and Algorithms by Robert E. Schapire

Boosting : Foundations and Algorithms
by Robert E. Schapire

Summary: An accessible introduction and essential reference for an approach to machine learning that creates highly accurate prediction rules by combining many weak and inaccurate ones. Boosting is an approach to machine learning based on the idea of creating a highly accurate predictor by combining many weak and inaccurate “rules of thumb.” A remarkably rich theory has evolved around boosting, with connections to a range of topics, including statistics, game theory, convex optimization, and information geometry. Boosting algorithms have also enjoyed practical success in such fields as biology, vision, and speech processing. At various times in its history, boosting has been perceived as mysterious, controversial, even paradoxical. This book, written by the inventors of the method, brings together, organizes, simplifies, and substantially extends two decades of research on boosting, presenting both theory and applications in a way that is accessible to readers from diverse backgrounds while also providing an authoritative reference for advanced researchers. With its introductory treatment of all material and its inclusion of exercises in every chapter, the book is appropriate for course use as well. The book begins with a general introduction to machine learning algorithms and their analysis; then explores the core theory of boosting, especially its ability to generalize; examines some of the myriad other theoretical viewpoints that help to explain and understand boosting; provides practical extensions of boosting for more complex learning problems; and finally presents a number of advanced theoretical topics. Numerous applications and practical illustrations are offered throughout. show more

See other books similar to Boosting : Foundations and Algorithms by Robert E. Schapire pdf:

Reinforcement Learning, Deep Learning, An Introduction to Statistical Learning, Numerical Optimization, Advances in Financial Machine Learning, Introduction to Deep Learning, Networks, Doing Bayesian Data Analysis, Deep Learning with R, Elements of Information Theory, Foundations of Machine Learning, Machine Learning, The Elements of Statistical Learning, Convex Optimization, Ensemble Methods, High-Dimensional Statistics, Pattern Recognition and Machine Learning, Algorithms for Optimization, High-Dimensional Probability, Designing Data-Intensive Applications

Product details Format Paperback | 544 pages Dimensions 178 x 229 x 24mm | 762g Publication date 10 Jan 2014 Publisher MIT Press Ltd Imprint MIT Press Publication City/Country Cambridge, United States Language English Illustrations note 77 b&w illus.; 154 Illustrations, unspecified ISBN10 0262526034 ISBN13 9780262526036 Bestsellers rank 538,653

Ideal for students with a general interest in art, it avoids the typical encyclopedic approach of surveys in favor of examining selected but highly representative works in greater depth and from an enlarged spectrum of critical discourse. Launching the Imagination treats design as both a verb and a noun–as both a process and a product. Apuntate! was developed in response to students’ comments, critiques and actual behaviors while providing instructors with the content and pedagogy they need for a more successful introductory Spanish program. These powerful new tools combine with Willoughby’s original and insightful approach to the music appreciation course to provide students with a unique resource that will change the way they listen to music forever. The book is conceived and written to appeal to the common business reader, not just the academic: concepts are presented in clear everyday language, and the book provides practical direction for beginners as well as new ideas and techniques for experienced researchers. 40 full-length practice cases that simulate the real exam — including all new pediatric and telephone interviews as well as suggested closing statements for each case A revised and expanded set of minicases representing common complaints designed to help you rapidly develop a set of differential diagnoses Time management advice to maximize your clinical encounters Step-by-step strategies for interacting with standardized patients, including “difficult patients” Detailed descriptions of high-yield physical exam maneuvers that will win you points without costing time Proven study and exam strategies from students who passed From mastering the traditional five-paragraph essay and its variations to learning about the finer points of grammar and punctuation, College Writing Skills empowers students to take control of their writing and put it to work for them. Understanding the processes (physical, chemical and biological) that lead to formation of sedimentary material is key in disciplines ranging from geology to environmental science to archaeology. Boosting : Foundations and Algorithms by Robert E. Schapire This edition has been completely updated in recognition of the dynamic changes in the law in recent years. The fifth edition is further improved by a complete integration of the text with extensive digital teaching and learning tools. There is very little in American government texts about the role of bureaucracy in policymaking. This introduction provides more than a history of musical theater, it studies the music within the shows to provide an understanding of the contributions of musical theater composers as clearly as the artistry of musical theater lyricists and librettists. “Human Physiology,” Thirteenth Edition, is intended for the one-semester Human Physiology course often taken by allied health and biology students. Topics like asset identification, human factors, compliance with regulations, personnel security, risk assessment and ethical considerations are covered, as well as computer and network security tools and methods. The Workbook includes the student solutions manual for a one-stop shop for student use. Building on the tremendous success of their best-selling Principles of Economics text, Brue, McConnell, and Flynn have revised their one-semester text to provide a fresh alternative. “Problems from Philosophy” is an introduction to philosophy which is organized around the great philosophical problems – the existence of God, the nature of the mind, human freedom, the limits of knowledge, and the truth about ethics. Also other file formats may be included in this archive: pdf, epub, fb2, mobi