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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: 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 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. --

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.

Being Me


Author : Wendy L. Moss
language : cs
Publisher:
Release Date : 2010-11-01



Download Being Me written by Wendy L. Moss and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-11-01 with Juvenile Nonfiction categories.


Offers ways to explore your strengths and feel more confident in school, with your friends, and when facing life's other challenges.

Emotional Boosting


Author : Hans-Georg Häusel
language : en
Publisher: Haufe-Lexware
Release Date : 2013-04-10



Download Emotional Boosting written by Hans-Georg Häusel and has been published by Haufe-Lexware this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-04-10 with Business & Economics categories.


!-- Generated by XStandard version 2.0.1.0 on 2013-04-18T08:31:23 -- Details matter! Hans-Georg Häusel reveals a customer's mindset when making purchase decisions. He explains why emotions are highly relevant for a product's success on the market, how you could create unique products and claim the decisive competitive edge. Winners have one thing in common: A downright passion for details. Whoever is best at getting all odds and ends right can secure a competitive advantage in the end. The fact that every customer perceives those small details merely on a subconscious level is of fundamental importance. Once processed, they form an overall picture of a product in the customer's mind and ensure that it is preferred to another one.

Boosting Brisbane


Author : Rod Fisher
language : en
Publisher: Boolarong Press
Release Date : 2009



Download Boosting Brisbane written by Rod Fisher and has been published by Boolarong Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with Brisbane (Qld.) categories.


Boosting Brisbane provides a treasure trove of visual delights. So if you are into history, literature, fine arts, architecture, geography, media, technology, museology or culture of Brisbane in particular this timely collection fits the bill.