4 papers
Constructing Interpretable Prediction Models with 1D DNNs: An Example in Irregular ECG Classification
Giacomo Lancia, Cristian Spitoni
This manuscript proposes a novel methodology for developing an interpretable prediction model for irregular Electrocardiogram (ECG) classification, using features extracted by a 1-…
Block approximations for probabilistic mixtures of elementary cellular automata
E. N. M. Cirillo, G. Lancia, C. Spitoni
Probabilistic Cellular Automata are a generalization of Cellular Automata. Despite their simple definition, they exhibit fascinating and complex behaviours. The stationary behaviou…
Learning models for classifying Raman spectra of genomic DNA from tumor subtypes
Giacomo Lancia, Claudio Durastanti, Cristian Spitoni +7
An early detection of different tumor subtypes is crucial for an effective guidance to personalized therapy. While much efforts focus on decoding the sequence of DNA basis to detec…
Two-step interpretable modeling of Intensive Care Acquired Infections
Giacomo Lancia, Meri Varkila, Olaf Cremer +1
We present a novel methodology for integrating high resolution longitudinal data with the dynamic prediction capabilities of survival models. The aim is two-fold: to improve the pr…