The 4th Workshop of the SmartData@PoliTO Interdepartmental Center will be held on February 27th and 28th, 2019 in Turin at Politecnico di Torino.

The workshop consists of two parts:
– an internal session on Wednesday 27th afternoon and Thursday 28th morning, reserved to internal members
– an open public session for everybody on Thursday 28th afternoon (please refer to the specific page of the public event)

Agenda

Please note that some talks might be rearranged based on local last-minute adjustments.

Wednesday, February 27th

Location: Maxwell Conference Room

14.15 – WELCOME AND INTRODUCTION Elena Baralis – session chair

14.30 – 16.30

• Keynote: Tatiana Tommasi / “Life-Long Learning for Intelligent Systems”
• Keynote: Paolo Neirotti / “From Big Data to knowledge, an absorptive capacity perspective on how organizational antecedents matter”
• Alessandro Destefanis / Estimating the impacts of Airbnb on the hotel industry: direct effects on performance and the role of key moderators
• Marilisa Montemurro / Single-cell DNA Sequencing Data: Towards a Platform for Integrated Analysis
• Moreno La Quatra / Dealing with Embeddings and Latent Spaces in data analytics scenarios
• Giuseppe Attanasio / Associative Classification for Quantitative Stock Trading

16.20 – 16.45 COFFEE BREAK

16.45 – 18.15

• Antonio D’Innocente / Domain Generalization with Domain-Specific Aggregation Modules
• Nicola Prette / Video Compression with Neural Networks
• Vittorio Mazzia / Deep learning models for pattern recognition of ultrasonic cluster sensors waves
• Antonio Mastropietro / Layer-wise Relevance Propagation for a Segmentation CNN
• Marco Guerra / Statistical and computational aspects of Minimal and Loose Homological Scaffolds
• Francesca Soro / Are Darknets All The Same? On Darknet Visibility for Security Monitoring

18.15 – CLOSING Elena Baralis / Marco Mellia

19.15 – Dinner for registered members

Thursday, February 28th

Location: Maxwell Conference Room

9.00 – WELCOME Marco Mellia – session chair

9.15– 10.30

• Indaco Biazzo / Universal scores for accessibility and inequalities in urban areas
• Giulia Fracastoro / Image Denoising with Graph-convolutional Neural Networks
• Matteo Testa / AuthNet: Biometric Authentication through Adversarial Learning

10.30 – 10.50 COFFEE BREAK

10.50 – 12.30

• Eliana Pastor / Explaining Black Box Models by means of Local Rules
• Andrea Pasini / Adaptive Hierarchical Clustering for Petrographic Image Analysis
• Alessandro De Gregorio / Clustering by regreding via data-driven similarity
• Francesco Della Santa / Neural Networks for Uncertainty Quantification in Discrete Fracture Networks
• Andrea Bordone Molini / Super-resolution for remote sensing imaging
• Mirko Pieropan / Expectation Propagation for Compressed Sensing

12.30 – CLOSING Marco Mellia

12.45 – LUNCH

From 14.00 – Workshop open to public (find the complete program here) in Aula Magna