Filippo Maria Bianchi Homepage

I am an Associate Professor at the Department of Mathematics and Statistics at UiT the Arctic University of Norway. I also hold a part-time position as a researcher at NORCE the Norwegian Research Centre.

My research interests lie at the intersection between machine learning, dynamical systems and complex networks.

The main areas where I apply my research are energy analytics and remote sensing.

Research areas

  • Recurrent Neural Networks - design of new architectures; application to load forecast and time series classification.

  • Graph Neural Networks - design of convolutional filters and pooling operators; clustering of attributed graphs.

  • Reservoir Computing - theoretical studies on internal dynamics; design of novel training methods; applications in time series prediction and system identification.

  • Time Series Analysis - identification of underlying system dynamics; state-space reconstruction; forecasting.

  • Unsupervised representation learning- combining deep learning with kernel methods; handling missing data; multivariate time series encoding.

  • Computer vision - segmentation, classification, and change detection in remote sensing images

You can follow my research papers on ResearchGate and Google Scholar.