Constructive Reservoir Computation with Output Feedbacks for Structured Domains
Claudio Gallicchio, Alessio Micheli, Giulio Visco · CINECA IRIS Institutial research information system (University of Pisa) · 2012
We introduce a novel constructive algorithm which progressively builds the architecture of GraphESN, which generalizes Reservoir Computing to learning in graph domains. Exploiting output feedback signals in a forward fashion in such construction, allows us to introduce supervision in the reservoir encoding process. The potentiality of the proposed approach is experimentally assessed on real-world tasks from Toxicology.