Latest Publications
Real-time environmental assessment of electricity use: a tool for sustainable demand-side management programs
Purpose
Demand-side management is a promising way to increase the integration of renewable energy sources by adapting part of the demand to balance power systems. However, the main challenges of evaluating the environmental performances […]
Tandem hidden Markov models using deep belief networks for offline handwriting recognition
Unconstrained offline handwriting recognition is a challenging task in the areas of document analysis and pattern recognition. In recent years, to sufficiently exploit the supervisory information hidden in document images, much effort has been made to integrate multi-layer […]
Forgetting of unused classes in missing data environment using automatically generated data: Application to on-line handwritten gesture command recognition
In this paper we exploit the use of synthetic data for on-line handwritten gesture commands recognition with an emphasis on the problem of forgetting unused classes. For on-line learning, one of the most crucial moments of the […]
Multiple-Step-Ahead Traffic Prediction in High-Speed Networks
Traffic in high-speed networks shows distinct patterns at different timescales. This characteristic should be taken into account to address the error propagation in the multiple-step-ahead traffic prediction. Based on this idea, we proposed an algorithm in which traffic is modeled […]
