79 citations · 79 across the 6 of their papers we have counts for
9 papers
Learning Model Checking and the Kernel Trick for Signal Temporal Logic on Stochastic Processes
Luca Bortolussi, Giuseppe Maria Gallo, Jan Křetínský +1
We introduce a similarity function on formulae of signal temporal logic (STL). It comes in the form of a kernel function, well known in machine learning as a conceptually and compu…
Online Monitoring of Spatio-Temporal Properties for Imprecise Signals
Ennio Visconti, Ezio Bartocci, Michele Loreti +1
From biological systems to cyber-physical systems, monitoring the behavior of such dynamical systems often requires to reason about complex spatio-temporal properties of physical a…
Mining Interpretable Spatio-temporal Logic Properties for Spatially Distributed Systems
Sara Mohammadinejad, Jyotirmy V. Deshmukh, Laura Nenzi
The Internet-of-Things, complex sensor networks, multi-agent cyber-physical systems are all examples of spatially distributed systems that continuously evolve in time. Such systems…
MoonLight: A Lightweight Tool for Monitoring Spatio-Temporal Properties
Ezio Bartocci, Luca Bortolussi, Michele Loreti +2
We present MoonLight, a tool for monitoring temporal and spatio-temporal properties of mobile and spatially distributed cyber-physical systems (CPS). In the proposed framework, spa…
A kernel function for Signal Temporal Logic formulae
Luca Bortolussi, Giuseppe Maria Gallo, Laura Nenzi
We discuss how to define a kernel for Signal Temporal Logic (STL) formulae. Such a kernel allows us to embed the space of formulae into a Hilbert space, and opens up the use of ker…
A Logic-Based Learning Approach to Explore Diabetes Patient Behaviors
Josephine Lamp, Simone Silvetti, Marc Breton +2
Type I Diabetes (T1D) is a chronic disease in which the body's ability to synthesize insulin is destroyed. It can be difficult for patients to manage their T1D, as they must contro…