Browsing by Author "Banerjee, Anjishnu"
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Efficient Gaussian process regression for large datasets.
Banerjee, Anjishnu; Dunson, David B; Tokdar, Surya T (Biometrika, 2013-03)Gaussian processes are widely used in nonparametric regression, classification and spatiotemporal modelling, facilitated in part by a rich literature on their theoretical properties. However, one of their practical limitations ... -
Scalable Nonparametric Bayes Learning
Banerjee, Anjishnu (2013)Capturing high dimensional complex ensembles of data is becoming commonplace in a variety of application areas. Some examples includebiological studies exploring relationships between genetic mutations and diseases, atmospheric ...