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Boosting


Author : Robert E. Schapire
language : en
Publisher: MIT Press
Release Date : 2012-05-18



Download Boosting written by Robert E. Schapire and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-05-18 with Computers categories.


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.

Boosting


Author : Robert E. Schapire
language : en
Publisher: MIT Press
Release Date : 2012



Download Boosting written by Robert E. Schapire and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012 with Computers categories.


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.

Boosting


Author : Robert E. Schapire
language : en
Publisher:
Release Date : 2014-01-01



Download Boosting written by Robert E. Schapire and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-01-01 with Computers categories.


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.

Boosting Your Immunity For Dummies


Author : Wendy Warner
language : en
Publisher: John Wiley & Sons
Release Date : 2013-02-11



Download Boosting Your Immunity For Dummies written by Wendy Warner and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-02-11 with Health & Fitness categories.


Boost your body's natural defenses against disease Good nutrition is a key weapon against colds and the flu. The foods, supplements, and practices outlined in Boosting Your Immunity For Dummies can boost your body's natural defenses against disease when they're incorporated into your daily diet and lifestyle. Boosting Your Immunity For Dummies provides hands-on techniques for supercharging your immune system to resist illness and prevent disease. Through diet, exercise, stress reduction, and nutritional supplements, the role of water, sunlight, and oxygen, you can harness the power of your immune system and help your body combat health issues that include: antibiotic-resistant bacteria, allergies, Hepatitis C, pre-menopause, menopause, cancer, Rheumatoid arthritis, dental, and autoimmune diseases. In addition, Boosting Your Immunity For Dummies includes tasty recipes for every meal of the day along with shopping lists and tips for stretching grocery dollars while still eating healthy! Expert advice and tips on living and eating healthy Includes more than 40 healthy and tasty immunity boosting recipes Shows you how to supercharge your immune system If you're looking for a resource that will help you improve your overall health by eating properly and exercising to drastically improve their immunity to disease, Boosting Your Immunity For Dummies has you covered.

Boosting Based Face Detection And Adaptation


Author : Cha Zhang
language : en
Publisher: Morgan & Claypool Publishers
Release Date : 2010



Download Boosting Based Face Detection And Adaptation written by Cha Zhang and has been published by Morgan & Claypool Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010 with Computers categories.


In many applications, a detector trained with generic data sets may not perform optimally in a new environment. We propose detection adaption, which is a promising solution for this problem. We present an adaptation scheme based on the Taylor expansion of the boosting learning objective function, and we propose to store the second order statistics of the generic training data for future adaptation. We show that with a small amount of labeled data in the new environment, the detector's performance can be greatly improved. --

The Complete Idiot S Guide To Boosting Your Metabolism


Author : Joseph Lee Klapper
language : en
Publisher: Penguin
Release Date : 2008



Download The Complete Idiot S Guide To Boosting Your Metabolism written by Joseph Lee Klapper and has been published by Penguin this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Health & Fitness categories.


A noted cardiologist explores the role of metabolism in promoting health, while offering a comprehensive exercise, nutrition, and lifestyle plan designed to reduce fat, increase muscle, and boost one's metabolism, despite heredity, age, and sex factors that are out of readers' control. Original.

Boosting Paychecks


Author : Daniel P. Gitterman
language : en
Publisher: Brookings Institution Press
Release Date : 2010-05-01



Download Boosting Paychecks written by Daniel P. Gitterman and has been published by Brookings Institution Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-05-01 with Political Science categories.


When most people think of policies designed to help the poor, welfare is the first program that comes to mind. Traditionally welfare has served individuals who do not work—hence much of the stigma that some attach to the program. An equally important strand of American social policy, however, is meant to support low-wage workers and their families. In Boosting Paychecks, Daniel Gitterman illuminates this often neglected part of the American safety net. Gitterman focuses on two sets of policy instruments that have been used to aid the working poor since the early twentieth century: the federal tax code and the minimum wage. The income tax code can be fine-tuned in many ways—through exemptions, deductions, credits, changing tax brackets and rates—to alter the amount of income workers are left with at the end of the day. In addition, it interacts with the minimum wage to determine the economic well-being of many lowincome households. Boosting Paychecks analyzes the partisan politics that have shaped these policies since the New Deal era, with particular attention paid to the past three decades. It also examines the degree to which they have succeeded in lifting low-wage workers and their families out of poverty. Forging a new political bargain that balances labor market flexibility with security for poor working families is one of the most critical challenges facing government today. Boosting Paychecks sheds new light on the scope of this challenge and the political constraints and opportunities policymakers face.