The objective of the laboratory is to carry out research and technological transfer in the following fields:
DATA MINING : Big Data Mining, Explainable Artificial Intelligence, Streaming Data Mining, Opinion Mining, Stance Detection, Fake news Detection, Anomaly Detection, Smart Applicant Tracking System
AI FOR INDUSTRY 4.0: PEOPLE AND PROCESSES: Sensor-based monitoring of workers’ safety and stress level at the workplace, Novel many-objective optimization algorithms for industrial processes
NOVEL APPROACHES TO NEURAL NETWORKS: Hardware implementation (FPGA, ASIP, …), NNs with infinitesimal and infinite weights, Photonic NNs, NNs based on calculus of variations
People: Beatrice Lazzerini (coordinator), Alessio Bechini, Marco Cococcioni, Francesco Marcelloni
Projects:
“Design, implementation and experimentation of a new Smart Applicant Tracking System (Smart-ATS), based on advanced techniques of machine learning for profiling and matching of job demand and offer with reference to new professional figures characterized by multi-disciplinary skills required by Industry 4.0 (Talent) ", funded by Tuscany Region in the framework of regional program “FESR 2014-2020, bando N. 2: progetti di ricerca e sviluppo delle MPMI” (Dic 2017 – Jun 2019).
“Un sistema di monitoraggio per la predizione degli eventi di traboccamento e inondazione nelle reti fognarie", funded by Tuscany Region in the framework of “ADAPT Assistere l’adattamento ai cambiamenti climatici dei sistemi urbani dello spazio transfrontaliero” funded by Programma Interreg Italia-Francia Marittimo 2014-2020.
“IoT e Big Data: metodologie e tecnologie per la raccolta e l’elaborazione di grosse moli di dati” (IoT and Big Data: Methodologies and technologies to collect and elaborate big data) funded by the University of Pisa in the framework of “Progetti di Ricerca di Ateneo - PRA 2017” (Mar 2017 – Mar 2019).
“Development of a compression scheme for sensor nodes” funded by Huawei s.p.a. (Sep. 2017– July 2018).
“Event Extraction for Fake News Detection”, Massachusetts Institute of Technology – University of Pisa projects (Jan 2019 – Aug. 2020). “Sistemi di sensori indossabili: analisi personalizzata e sicurezza dei dati in ambito healthcare”, “Wearable sensor systems: personalized analysis and data security in healthcare” funded by the University of Pisa in the framework of “Progetti di Ricerca di Ateneo - PRA 2018” (Luglio 2018 – Luglio 2020).