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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 Math Scores


Author :
language : en
Publisher:
Release Date : 1982



Download Boosting Math Scores written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1982 with Mathematics categories.




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 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 The Mind S Eye


Author : Erin Phifer
language : en
Publisher: Universal-Publishers
Release Date : 2007-12



Download Boosting The Mind S Eye written by Erin Phifer and has been published by Universal-Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-12 with Psychology categories.


Boosting the Mind s Eye is a theory-based program guiding parents, educators, counselors, and psychologists through progressive steps bolstering emotional intelligence in children and adults through the development of visualization and language skills. This program was originally designed to address the emotional and social deficits of individuals along the Autistic Spectrum; however, it has become a useful tool in aiding the social understanding of all individuals presenting social weaknesses, regardless of diagnoses. The book offers theory, research, a step-by-step guide, photos, and sample dialogue to improve upon many skills, such as reading facial expressions, body language, emotional vocabulary, visualization, expressive language, and role-playing. This program creates a marriage between instructional and psychological methods addressing the fundamental development of social and emotional skills utilizing imagery and language intervention allowing for the retention of these skills at the process level.

Structured Gradient Boosting


Author :
language : en
Publisher:
Release Date :



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