aspg-25-1777-1791492977 20261008205617 American Scientific Publishing Group admin@americaspg.com American Scientific Publishing Group Journal of Cognitive Human-Computer Interaction JCHCI 2771-1471 2771-1463 2023 5 1 R. Jeena Department of Information Technology, Panimalar Institute of Technology, Chennai, India Kruthika M. UG Scholar, Department of Information Technology, Panimalar Institute of Technology, Chennai, India Princy A. UG Scholar, Department of Information Technology, Panimalar Institute of Technology, Chennai, India Tanya A. UG Scholar, Department of Information Technology, Panimalar Institute of Technology, Chennai, India Earthquake is one of the most threatening natural disasters which is caused due to the shaking of the earth’s surface. Common cause of earthquake is due to ground shaking, underground volcanic eruption. Here, XGBoost Algorithm is used to predict the location of the earthquake. In this paper, a earthquake location prediction method is proposed, which is based on the composition of a known system whose behaviour is administered according to the evaluation of more than two decades of seismic events and is designed as a time series using Machine learning. By analyzing the parameters such as Latitude, Magnitude, Depth, Longitude, Depth error, Gap, Time etc. 2023 42 45 1777 https://creativecommons.org/licenses/by/4.0/ 10.54216/JCHCI.050104 https://www.americaspg.com/journal/25/article/1777 https://www.americaspg.com/storage/91772560243.pdf