… We observe that the 54 008 selected earthquakes composing the dataset can be … in Italy
and, for the larger events, also for those earthquakes occurring in the near vicinity of the Italian …

… seismic stations along the coastline of Eastern Sicily. Microseism is the most continuous and
ubiquitous seismic … selected among up-to-date machine learning techniques (MLTs), able to …

… Figure 2.10 - Example of Italian building typologies … between ISTAT 2011 and our dataset
considering the features height, … based seismic fragility model has been developed for Italian …

… sourced from data within the Italian Seismic Network (ISN, code … -class learning, we utilized
a significantly larger dataset than … signal within these bands, we will see that, for example, the …

… The Norcia earthquake is the largest earthquake in Italy since the 1980 M w … M w > 5
earthquakes seem to be a characteristic of the central Apennines. For instance, the 1703 sequence …

… Since the database turns out to be strongly imbalanced, the … the resulting predictive machine
learning models. Moreover, … of positive and negative class instances correctly classified, ie …

… For instance, focusing on Fig. 2 and the M distribution, the … 3 for the training dataset), the
central Italy earthquake that … In this section the map for the 24 August 2016 central Italy seismic …

… 2, we report, as an example, the results for the Laceno … Here, we re-analysed the same
waveform data set to test … sequences, we report that the combination of the machine learning …

The paper aims to propose a novel machine learning framework for seismic risk assessment
of industrial facilities. In this respect, a compound artificial neural network model is …

… Numerous illustrative instances exist within this research field. After … a dataset comprising
nearly 300 buildings. The vulnerability index has been determined following the Italian Seismic …