[May 18th 2022] LabMeeting: DeepDDS: deep graph neural network with attention mechanism to predict synergistic drug combinations

Niccolò Pancino (University of Siena) When: May 18th, 2022 – 11:00 – 11:45 AM Where: Google meet link Description DeepDDS: deep graph neural network with attention mechanism to predict synergistic drug combinations Drug combination therapy has become an increasingly promising method in the treatment of cancer. However, the number of possible drug combinations is so […]

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[May 11th 2022] LabMeeting: An introduction to higher order networks and simplicial complexes

Federica Baccini (University of Siena) When: May 11th, 2022 – 11:00 – 11:45 AM Where: Google meet link Description An introduction to higher order networks and simplicial complexes Network science aims to capture the complexity of a system by studying the interactions among its constituents. For overcoming the shortfall of standard network models, research is […]

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Constrained Affective Computing

Author: Lisa Graziani Date: May, 2021 Topics: Affective Computing, Learning from Constraints, Facial Expression Recognition, Text Emotion Recognition, Speech Emotion Recognition, Facial Expression Generation. Abstract Emotions have an important role in daily life, influence decision-making, human interaction, perception, attention, self-regulation. They have been studied since ancient times, philosophers have been always interested in analyzing human […]

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[May 4th 2022] LabMeeting: NMRNet: a deep learning approach to automated peak picking of protein NMR spectra

Filippo Costanti (University of Siena) When: May 4th, 2022 – 11:00 – 11:45 AM Where: Google meet link Description NMRNet: a deep learning approach to automated peak picking of protein NMR spectra Motivation: Automated selection of signals in protein NMR spectra, known as peak picking, has been studied for over 20 years, nevertheless existing peak […]

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[Apr 20th 2022] LabMeeting: How good is my GAN?

Barbara Toniella Corradini (University of Siena) When: Apr 13th, 2022 – 11:00 – 11:45 AM Where: Google meet link Description How good is my GAN? Generative adversarial networks (GANs) are one of the most popular methods for generating images today. While impressive results have been validated by visual inspection, a number of quantitative criteria have […]

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[Apr 13th 2022] LabMeeting: Mixture models

Michele Casoni(University of Siena) When: Apr 13th, 2022 – 11:00 – 11:45 AM Where: Google meet link Description Mixture models A well known problem in the unsupervised learning framework is how to approximate an empirical distribution by a probability density function. A way for approaching it is provided by Mixture Models. In these probabilistic models, […]

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[Apr 6th 2022] LabMeeting: Swim: a computational tool to unveiling crucial nodes in complex biological networks.

Elia Giuseppe Ceroni (University of Siena) When: Apr 6th, 2022 – 11:00 – 11:45 AM Where: Google meet link Description Swim: a computational tool to unveiling crucial nodes in complex biological networks. SWItchMiner (SWIM) is a wizard-like software implementation of a procedure[1] capable to extract information contained in complex networks, developed by Paci et al.[2].Specifically, […]

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[Mar 9th 2022] LabMeeting: Modular multi-source prediction of drug side-effects with DruGNN

Pietro Bongini (University of Siena) When: Mar 9th, 2022 – 11:00 – 11:45 AM Where: Google meet link Description Modular multi-source prediction of drug side-effects with DruGNN Drug Side-Effects (DSEs) have a high impact on public health, care system costs, and drug discovery processes. Predicting the probability of side-effects, before their occurrence, is fundamental to […]

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