Learning and Algorithms for Data Analytics

Research Area Coordinator
Francesco Bonchi

The mission of this research area is to develop novel algorithms and machine learning methods to analyse data of different types, modelling socio-technical systems, and supporting innovative applications in science and industry.

Topics
  • Algorithms and Learning on Graphs
  • Algorithmic Analysis of Social Dynamics
  • Fair and Explainable AI
  • (Deep) Learning for Text and Images
  • Streaming, Online, Active Learning
  • AI for Industrial Applications
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Projects

Ada Lovelace Lab
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The ALL laboratory is substantially integrated with the ISI Foundation teams working on mathematical formalization and complex system science and data science applications and the development of innovative algorithms and machine learning.

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Publications

Risk-Averse Trust Region Optimization for Reward-Volatility Reduction

L. Bisi, L. Sabbioni, E. Vittori, M. Papini, M. Restelli

Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence (IJCAI) (2020)

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Facebook Ads: Politics of Migration in Italy

A. Capozzi Lupi, G. De Francisci Morales, Y. Mejova, C. Monti, A. Panisson, D. Paolotti

Proceeding SocInfo 2020: Lecture Notes in Computer Science book series LNCS, Vol. 12467 (2020)