We consider spatially dependent functional data collected under a geostatistics setting,
where locations are sampled from a spatial point process. The functional response is the …

Severe air pollution affects billions of people around the world, particularly in develo**
countries such as China. Effective emission control policies rely primarily on a proper …

Identifying the underlying trajectory pattern in the spatial‐temporal data analysis is a
fundamental but challenging task. In this paper, we study the problem of simultaneously …

This dissertation is composed of three research projects focused on functional data analysis
and machine learning predictive inference. The first project deals with the covariance …