Practical Approaches to Causal Relationship Exploration

Practical Approaches to Causal Relationship Exploration
Author :
Publisher : Springer
Total Pages : 87
Release :
ISBN-10 : 9783319144337
ISBN-13 : 3319144332
Rating : 4/5 (332 Downloads)

Book Synopsis Practical Approaches to Causal Relationship Exploration by : Jiuyong Li

Download or read book Practical Approaches to Causal Relationship Exploration written by Jiuyong Li and published by Springer. This book was released on 2015-03-02 with total page 87 pages. Available in PDF, EPUB and Kindle. Book excerpt: This brief presents four practical methods to effectively explore causal relationships, which are often used for explanation, prediction and decision making in medicine, epidemiology, biology, economics, physics and social sciences. The first two methods apply conditional independence tests for causal discovery. The last two methods employ association rule mining for efficient causal hypothesis generation, and a partial association test and retrospective cohort study for validating the hypotheses. All four methods are innovative and effective in identifying potential causal relationships around a given target, and each has its own strength and weakness. For each method, a software tool is provided along with examples demonstrating its use. Practical Approaches to Causal Relationship Exploration is designed for researchers and practitioners working in the areas of artificial intelligence, machine learning, data mining, and biomedical research. The material also benefits advanced students interested in causal relationship discovery.


Practical Approaches to Causal Relationship Exploration Related Books

Practical Approaches to Causal Relationship Exploration
Language: en
Pages: 87
Authors: Jiuyong Li
Categories: Computers
Type: BOOK - Published: 2015-03-02 - Publisher: Springer

GET EBOOK

This brief presents four practical methods to effectively explore causal relationships, which are often used for explanation, prediction and decision making in
Technoscientific Research
Language: en
Pages: 566
Authors: Roman Z. Morawski
Categories: Computers
Type: BOOK - Published: 2024-06-04 - Publisher: Walter de Gruyter GmbH & Co KG

GET EBOOK

Unlike the bulk majority of publications on philosophy of science and research ethics, which are authored by professional philosophers and intended for philosop
Parallel Computing Technologies
Language: en
Pages: 212
Authors: Victor Malyshkin
Categories: Computers
Type: BOOK - Published: 2023-08-14 - Publisher: Springer Nature

GET EBOOK

This book constitutes the refereed proceedings of the 17th International Conference on Parallel Computing Technologies, PaCT 2023, held in Astana, Kazakhstan, d
Trends and Applications in Knowledge Discovery and Data Mining
Language: en
Pages: 379
Authors: Mohadeseh Ganji
Categories: Computers
Type: BOOK - Published: 2018-12-11 - Publisher: Springer

GET EBOOK

This book constitutes the thoroughly refereed post-workshop proceedings at PAKDD Workshops 2018, held in conjunction with the 22nd Pacific-Asia Conference on Kn
Advances in Knowledge Discovery and Data Mining
Language: en
Pages: 396
Authors: João Gama
Categories: Computers
Type: BOOK - Published: 2022-05-09 - Publisher: Springer Nature

GET EBOOK

The 3-volume set LNAI 13280, LNAI 13281 and LNAI 13282 constitutes the proceedings of the 26th Pacific-Asia Conference on Advances in Knowledge Discovery and Da