TY - JOUR AU - Fernández-Avilés, Gema AU - Montero, Jose-María AU - Mateu, Jorge PY - 2011 TI - Mathematical Genesis of the Spatio-Temporal Covariance Functions JF - Journal of Mathematics and Statistics VL - 7 IS - 1 DO - 10.3844/jmssp.2011.37.44 UR - https://thescipub.com/abstract/jmssp.2011.37.44 AB - Problem statement: Obtaining new and flexible classes of nonseparable spatio-temporal covariances have resulted in a key point of research in the last years within the context of spatiotemporal Geostatistics. Approach: In general, the literature has focused on the problem of full symmetry and the problem of anisotropy has been overcome. Results: By exploring mathematical properties of positive definite functions and their close connection to covariance functions we are able to develop new spatio-temporal covariance models taking into account the problem of spatial anisotropy. Conclusion/Recommendations: The resulting structures are proved to have certain interesting mathematical properties, together with a considerable applicability.