2nd SmartData@PoliTO Workshop: Knowing each other

The Second Workshop for the Interdepartmental Center SmartData@PoliTO will be held on from March 1, 2018 to March 3, 2018  in Camogli.

A three days workshop, collecting colleagues and students for sharing ideas, interests and competences, with the aim to setup research collaborations share the research activities of the new center.

Location:

Hotel Cenobio dei Dogi,

Via N. Cuneo, 34 – 16032 Camogli Genova

Agenda

Thursday, March 1st

14:15 – 14:30 Welcome Marco Mellia

14:30 – 18:30 Statistical Physics of Learning (Chair: Andrea Pagnani)
1. Introduction to biological sequence analysis, Andrea Pagnani
2. Expectation Consistency methods and application, Anna Paola Muntoni
3. Network inference for epidemic cascades, Alfredo Braunstein
4. Bayesian inference for spreading process on graphs, Luca Dall’Asta

20:00 Dinner

Friday, March 2nd

09:00 – 11:10 Geometrical and topological aspects of data analysis (Chair: Francesco Vaccarino)
5. Introduction to Topological Data Analysis, Francesco Vaccarino
6. DISMA excellence project: smart data pervasive topics, Berrone/Canuto
7. Resilient Control of Dynamical Flow Networks, Giacomo Como

11:10  – 11:30 Break

11:30 – 12:20 Applications and verticals (Chair: Idilio Drago)
8. Big data in oil and gas exploration, Valentina Socco
9. Optimization of Embedded Deep Neural Networks, Calimera / Tenace

12:20 – 14:00 Lunch

14:00 – 16:00 Applications and verticals (Chair: Idilio Drago)

10. IoT and Big Data for smart cities, Alessandro Aliberti
11. Transport mode detection, Cristina Pronello
12. Internet measurements: Datasets, Methologies and Applications, Luca Vassio, Martino Trevisan
13. Machine learning for network security, Daniele Canavese

16:00 – 16:15 Break

16:15 – 18:45 Applications and verticals (Chair: Idilio Drago)

14. Evolutionary Machine Learning for Android Malware Analysis, Andrea Marcelli
15. Neural networks for image recognition, Enrico Magli, Giulia Fracastoro, Diego Valsesia
16. Machine Learning for Speaker recognition, Pietro Laface, Sandro Cumani
17. Big data methods for assessing the impact of web distribution strategies on performance in the hospitality industry, Elisabetta Raguseo

20:00 Dinner

Saturday, March 3rd

9:00 – 10:30 Machine learning methodologies (Chair: Paolo Garza)

18. Scalable algorithms for Big data, Luca Venturini
19. Enhancing deep learning models with semantics, Andrea Pasini

10:30 – 10:50 Break

10:50 – 12:20 Machine learning methodologies (Chair: Paolo Garza)

20. Transparency of data mining models for images, Francesco Ventura
21. Transparency of data mining models for structured data, Eliana Pastor
22. Self-tuning of data mining algorithms for textual data, Evelina di Corso

Participants: