Cause Effect Pairs in Machine Learning

Language: English

Published by Springer International Publishing, Springer Nature Switzerland, 2019

3030218090 / 9783030218096

Series: Book 7 of 8 - The Springer Series on Challenges in Machine Learning

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Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

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Druck auf Anfrage Neuware - Printed after ordering - This book presents ground-breaking advances in the domain of causal structure learning.The problem of distinguishing cause from effect('Does altitude cause a change in atmospheric pressure, or vice versa ') is here cast as a binary classification problem, to be tackled by machine learning algorithms. Based on the results of theChaLearn Cause-Effect Pairs Challenge, this book reveals that the joint distribution of two variables can be scrutinized by machine learning algorithms to reveal the possible existence of a 'causal mechanism', in the sense that the values of one variable may have been generated from the values of the other.This book provides both tutorial material on the state-of-the-art on cause-effect pairs and exposes the reader to more advanced material, with a collection of selected papers. Supplemental material includes videos, slides, and code which can be found on the workshop website.Discovering causal relationships from observational data will become increasingly important in data science with the increasing amount of available data, as a means of detecting potential triggers in epidemiology, social sciences, economy, biology, medicine, and other sciences.

Seller Inventory # 9783030218096

Title
Cause Effect Pairs in Machine Learning
Author
Isabelle Guyon
Publisher
Springer International Publishing, Springer Nature Switzerland
Publication year
2019
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3030218090
ISBN 13
9783030218096
Item weight
746 grams
Dimensions
241x160x27 mm
Series
Book 7 of 8: The Springer Series on Challenges in Machine Learning

AHA-BUCH GmbH

Einbeck, Germany

5-star seller

AbeBooks seller since August 14, 2006

Shipping rates from Germany to U.S.A.

Item30 to 40 business days7 to 14 business days
First itemUS$ 73.81US$ 85.39
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