Foto del docente

Gastone Castellani

Full Professor

Department of Experimental, Diagnostic and Specialty Medicine - DIMES

Academic discipline: FIS/07 Applied Physics

Teaching

Recent dissertations supervised by the teacher.

First cycle degree programmes dissertations

  • Applicazione di un algoritmo di di graph cut per la segmentazione di femori in immagini CT
  • Biophysical Model of Synaptic Plasticity
  • Modelli di Reazione-Diffusione
  • Modelli di neural network ispirati alla biofisica
  • Reti neurali artificiali e apprendimenti basati sulla biofisica dei neuroni
  • Trattamento del Concetto di Clustering a Partire dalla Definizione di Misure di Similarità e Criteri Valutativi
  • Validazione preliminare all'utilizzo di Cone Beam CT su distretti anatomici "non convenzionali": confronto di dose al paziente e image quality su immagini acquisite con TAC convenzionale

Second cycle degree programmes dissertations

  • Estimation of biological vascular ageing via photoplethysmography: a comparison between statistical learning and deep learning
  • Hydrogen Deuterium Exchange: Methods to Probe Protein Dynamics at Single Residue Resolution
  • Implementation of an Automated Pipeline for the Identification of Ground Glass Opacities on CT Scans of Patients Affected by COVID-19
  • Machine Learning and Statistical Learning Algorithms for Somatic Mutation Detection
  • Machine Learning methods for hepatocellular malignancies segmentation and MVI prediction
  • optimization and applications of deep learning algorithms for super-resolution in mri
  • Prediction of cancer trajectories by statistical learning on radiomic features
  • Statistical Analysis of Genetic and Epigenetic Features in Cancer Cells

PhD programmes thesis

  • Statistical and network dynamics approaches to cancer genomics data analytics
  • Stochastic Modeling and Correlation Analysis of Omics Data