Cause Effect Pairs in Machine Learning

Name: Cause Effect Pairs in Machine Learning
Brand: Springer Nature
SKU: 9783030218096
Availability: InStock

Cause Effect Pairs in Machine Learning

Brand

Springer Nature

Manufacturer

N/A

Part Number

GTIN

9783030218096

Condition

New

0 Reviews

0 Questions | 0 Answers

Product Description

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 the ChaLearn 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.

Available Colors

N/A

Available Sizes

N/A

1 Offer Price Range: $79.99 - $79.99

BEST PRICE

Single Product Purchase

$72.00

@ Link.springer.com with extra coupon Get Coupon & BUY

Price Comparison

Seller	Contact Seller	List Price	On Sale	Shipping	Best Promo	Final Price	Volume Discount	Financing	Availability	Seller's Page
BEST PRICE 1 Product Purchase @ Link.springer.com Rate Seller This functionality is for registered users only. Go to Login/Register		$79.99	$79.99		10% OFF This deals requires coupon Get Code Here your10off @ Link.springer.com Deals Ends 31/08/2025	$72.00		See Site	In stock	Visit Store