Banasode, P.S. and Padmannavar, S. 2026. Revolutionizing Big Data Assessment for Human Activity Recognition with Metapath Context and Bi-directional Cascade Networks. Journal of Automation, Mobile Robotics and Intelligent Systems. 20, 3 (Sep. 2026), 156–169. DOI:https://doi.org/10.14313/JAMRIS-2026-047.