An alternative approach to solving problems by multilayer neural network10 luglio 2014In joint work with Kurkova and Vogt, we showed that n-unit perceptron networks, using the Heaviside...
Tractability of representations of Boolean functions by shallow and deep networks10 luglio 2014Limitations of capabilities of shallow (one-hidden-layer) neural networks will be discussed...
Optimality conditions for a nonlinear stochastic "knapsack problem" 9 luglio 2014A nonlinear stochastic "knapsack model" is investigated, which has applications in the optimal...
Morphisms of reaction networks that couple structure to function8 luglio 2014The mechanisms underlying complex biological systems are routinely represented as networks. Network...
On Some connections between Statistical Inference, Statistical Mechanics and Information Theory 27 giugno 2014There has been recent interest on the part of Physicists in Stochastic Control Theory: this...
Rule Formats for Structural Operational Semantics: A Very Short Introduction25 giugno 2014Operational semantics describes the behaviour of programs in a language in terms of their execution...
Machine Learning with Early Stopping Regularization 24 giugno 2014Dealing with big data has emphasized the importance for machine learning algorithms to be...
Anni di piombo. Le dinamiche della radicalizzazione terroristica in Germania ed in Italia negli anni Settanta20 giugno 2014Fra le diverse e molteplici eredità dei movimenti di protesta degli anni sessanta, solo in Germania...
Encounters between machine learning and Linear Parameter-Varying systems18 giugno 2014The theory of linear parameter-varying (LPV) systems has become an attractive framework to model...