534 citations · 1.6k across the 23 of their papers we have counts for
4 papers · 1 filter
Online Contrastive Divergence with Generative Replay: Experience Replay without Storing Data
Decebal Constantin Mocanu, Maria Torres Vega, Eric Eaton +2
Conceived in the early 1990s, Experience Replay (ER) has been shown to be a successful mechanism to allow online learning algorithms to reuse past experiences. Traditionally, ER ca…
Predictive No-Reference Assessment of Video Quality
Maria Torres Vega, Decebal Constantin Mocanu, Antonio Liotta
Among the various means to evaluate the quality of video streams, No-Reference (NR) methods have low computation and may be executed on thin clients. Thus, NR algorithms would be p…
A topological insight into restricted Boltzmann machines
Decebal Constantin Mocanu, Elena Mocanu, Phuong H. Nguyen +2
Restricted Boltzmann Machines (RBMs) and models derived from them have been successfully used as basic building blocks in deep artificial neural networks for automatic features ext…
Estimating 3D Trajectories from 2D Projections via Disjunctive Factored Four-Way Conditional Restricted Boltzmann Machines
Decebal Constantin Mocanu, Haitham Bou Ammar, Luis Puig +2
Estimation, recognition, and near-future prediction of 3D trajectories based on their two dimensional projections available from one camera source is an exceptionally difficult pro…