Inference of biological networks using bi-directional random forest granger causality

• Main Authors: Mohammad Shaheryar Furqan, Mohammad Yakoob Siyal
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2018
• Subjects: DRNTU::Engineering::Electrical and electronic engineering; Brain Connectivity; Biological Network
• Online Access: https://hdl.handle.net/10356/88601; http://hdl.handle.net/10220/46944
• Institution: Nanyang Technological University

The standard ordinary least squares based Granger causality is one of the widely used methods for detecting causal interactions between time series data. However, recent developments in technology limit the utilization of some existing implementations due to the availability of high dimensional data...