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Statistical Causal Discovery: LiNGAM Approach by Shohei Shimizu (English) Paperb

Description: Statistical Causal Discovery: LiNGAM Approach by Shohei Shimizu Estimated delivery 3-12 business days Format Paperback Condition Brand New Description This is the first book to provide a comprehensive introduction to a new semiparametric causal discovery approach known as LiNGAM, with the fundamental background needed to understand it. Publisher Description This is the first book to provide a comprehensive introduction to a new semiparametric causal discovery approach known as LiNGAM, with the fundamental background needed to understand it. It offers a general overview of the basics of the LiNGAM approach for causal discovery, estimation principles, and algorithms. This semiparametric approach is one of the most exciting new topics in the field of causal discovery. The new framework assumes parametric assumptions on the functional forms of structural equations but makes no assumption on the distributions of exogenous variables other than non-Gaussianity. It provides data-analysis tools capable of estimating a much wider class of causal relations even in the presence of hidden common causes. This feature is in contrast to conventional nonparametric approaches based on conditional independence of variables. This book is highly recommended to readers who seek an in-depth and up-to-date overview of this new causal discovery approach to advance the technique as well as to those who are interested in applying this approach to real-world problems. This LiNGAM approach should become a standard item in the toolbox of statisticians, machine learners, and practitioners who need to perform observational studies. Author Biography Shohei Shimizu, Professor, Shiga UniversityTeam Leader, RIKEN Details ISBN 4431557830 ISBN-13 9784431557838 Title Statistical Causal Discovery: LiNGAM Approach Author Shohei Shimizu Format Paperback Year 2022 Pages 94 Edition 1st Publisher Springer Verlag, Japan GE_Item_ID:141668568; About Us Grand Eagle Retail is the ideal place for all your shopping needs! With fast shipping, low prices, friendly service and over 1,000,000 in stock items - you're bound to find what you want, at a price you'll love! Shipping & Delivery Times Shipping is FREE to any address in USA. Please view eBay estimated delivery times at the top of the listing. Deliveries are made by either USPS or Courier. We are unable to deliver faster than stated. International deliveries will take 1-6 weeks. NOTE: We are unable to offer combined shipping for multiple items purchased. This is because our items are shipped from different locations. Returns If you wish to return an item, please consult our Returns Policy as below: Please contact Customer Services and request "Return Authorisation" before you send your item back to us. Unauthorised returns will not be accepted. Returns must be postmarked within 4 business days of authorisation and must be in resellable condition. Returns are shipped at the customer's risk. We cannot take responsibility for items which are lost or damaged in transit. For purchases where a shipping charge was paid, there will be no refund of the original shipping charge. Additional Questions If you have any questions please feel free to Contact Us. Categories Baby Books Electronics Fashion Games Health & Beauty Home, Garden & Pets Movies Music Sports & Outdoors Toys

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Statistical Causal Discovery: LiNGAM Approach by Shohei Shimizu (English) Paperb

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ISBN-13: 9784431557838

Book Title: Statistical Causal Discovery: LiNGAM Approach

Number of Pages: IX, 94 Pages

Publication Name: Semiparametric Structural Equation Models for Causal Discovery

Language: English

Publisher: Springer Japan

Subject: Mathematical & Statistical Software, Probability & Statistics / General

Publication Year: 2022

Type: Textbook

Item Weight: 6.3 Oz

Author: Shohei Shimizu

Subject Area: Mathematics, Computers

Item Length: 9.3 in

Series: Springerbriefs in Statistics Ser.

Item Width: 6.1 in

Format: Trade Paperback

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