Artificial Intelligence [chapter]

Eric Guérin, Orhun Aydin, Ali Mahdavi-Amiri
2019 Manual of Digital Earth  
In this chapter, we provide an overview of different artificial intelligence (AI) and machine learning (ML) techniques and discuss how these techniques have been employed in managing geospatial data sets as they pertain to Digital Earth. We introduce statistical ML methods that are frequently used in spatial problems and their applications. We discuss generative models, one of the hottest topics in ML, to illustrate the possibility of generating new data sets that can be used to train data
more » ... sis methods or to create new possibilities for Digital Earth such as virtual reality or augmented reality. We finish the chapter with a discussion of deep learning methods that have high predictive power and have shown great promise in data analysis of geospatial data sets provided by Digital Earth.
doi:10.1007/978-981-32-9915-3_10 fatcat:bhm5j3k74naatinb5dpkxag5ky