A framework consisting of a deep tree model and a long short-term memory network is proposed to predict future traffic congestion. Based on the prediction, the uplink and downlink ratio is adapted to ...

Abstract: We introduce Regression Tree Fields (RTFs), a fully conditional random field model for image labeling problems. RTFs gain their expressive power from the use of non-parametric regression ...

SQIG – Instituto de Telecomunicações and IST–TU Lisbon, Av. Rovisco Pais, 1049-001, Lisbon, Portugal ...