Special Session on “Complex Data: Learning Trustworthily, Automatically, and with Guarantees” @ ESANN 2021

Organized by Luca Oneto (University of Genoa, Italy), Nicolò Navarin (University of Padua, Italy), Battista Biggio (University of Cagliari, Italy), Federico Errica (Università di Pisa, Italy), Alessio Micheli (Università di Pisa, Italy), Franco Scarselli (SAILAB – University of Siena, Italy), Monica Bianchini (SAILAB – University of Siena, Italy), Alessandro Sperduti (University of Padua, Italy)
Machine Learning (ML) achievements enabled automatic extraction of actionable information from data in a wide range of decision-making scenarios (e.g. health care, cybersecurity, and education). ML models
are nowadays ubiquitous pushing even further the process of digitalization and datafication of the real and digital world producing more and more complex and interrelated data. This demands for improving both
ML technical aspects (e.g. design and automation) and human-related metrics (e.g. fairness, robustness, privacy, and explainability), with performance guarantees at both levels.

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Special Session: Tensor Decompositions in Deep Learning@ ESANN 2020

 

DESCRIPTION: In the latter years, tensor decompositions have been gaining increasing interest in the Big Data and Machine Learning community.  On the one hand, multiway data analysis provides powerful and efficient methods to address the processing of large scale and highly complex data, such as multivariate sensor signals. 

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INNS CONFERENCE ON BIG DATA AND DEEP LEARNING 2019

VENUE and ORGANIZATION The 2019 INNS Big Data and Deep Learning (INNSBDDL 2019) conference will be held in Sestri Levante, Italy, April 16-18, 2019.
The conference is organized by the International Neural Network Society, with the aim of representing an international meeting for researchers and other professionals in Big Data, Deep Learning and related areas. It will feature invited plenary talks by world-renowned speakers in the area, in addition to regular and special technical sessions with oral and poster presentations. Moreover, workshops and tutorials will also be featured.

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