3 papers
stat.ML2019
Adaptive Bayesian Reticulum
Giuseppe Nuti, Lluís Antoni Jiménez Rugama, Kaspar Thommen
Neural Networks and Decision Trees: two popular techniques for supervised learning that are seemingly disconnected in their formulation and optimization method, have recently been…
stat.ML2019
A Bayesian Decision Tree Algorithm
Giuseppe Nuti, Lluís Antoni Jiménez Rugama, Andreea-Ingrid Cross
Bayesian Decision Trees are known for their probabilistic interpretability. However, their construction can sometimes be costly. In this article we present a general Bayesian Decis…
cs.LG2017
An Efficient Algorithm for Bayesian Nearest Neighbours
Giuseppe Nuti
K-Nearest Neighbours (k-NN) is a popular classification and regression algorithm, yet one of its main limitations is the difficulty in choosing the number of neighbours. We present…