Yermekova, D., Bykov, A., Tokanova, B. and Nauryzbayev, D. 2026. COMPARATIVE ANALYSIS OF BEHAVIORAL VIDEO ANALYTICS APPROACHES BASED ON MACHINE LEARNING. Bulletin of Abai KazNPU. Series of Physical and Mathematical sciences. 94, 2 (Jun. 2026), 156–168. DOI:https://doi.org/10.51889/2959-5894.2026.94.2.013.