This paper makes four scientific contributions to the field of fall detection in the elderly to contribute to their assisted living in the future of Internet of Things (IoT)-based pervasive living environments. such as smart homes. First. it presents and discusses a comprehensive comparative study. https://mabelandfoxs.shop/product-category/milestone-cards/