Giulio Caravagna

Orcid: 0000-0003-4240-3265

According to our database1, Giulio Caravagna authored at least 44 papers between 2007 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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PhD thesis 
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Bibliography

2024
Deep Learning-Informed Bayesian Model-Based Analysis to Estimate Superspreading Events in Epidemic Outbreaks.
IEEE Access, 2024

2023
A Bayesian method to infer copy number clones from single-cell RNA and ATAC sequencing.
PLoS Comput. Biol., November, 2023

Data Symmetries and Learning in Fully Connected Neural Networks.
IEEE Access, 2023

Data Science and Artificial Intelligence for Life Sciences at the University of Trieste.
Proceedings of the Italia Intelligenza Artificiale, 2023

2022
PMCE: efficient inference of expressive models of cancer evolution with high prognostic power.
Bioinform., 2022

2021
Learning the structure of Bayesian Networks via the bootstrap.
Neurocomputing, 2021

2020
The Influence of Nutrients Diffusion on a Metabolism-driven Model of a Multi-cellular System.
Fundam. Informaticae, 2020

The MOBSTER R package for tumour subclonal deconvolution from bulk DNA whole-genome sequencing data.
BMC Bioinform., 2020

2019
Spatially constrained tumour growth affects the patterns of clonal selection and neutral drift in cancer genomic data.
PLoS Comput. Biol., 2019

Learning mutational graphs of individual tumour evolution from single-cell and multi-region sequencing data.
BMC Bioinform., 2019

cyTRON and cyTRON/JS: Two Cytoscape-Based Applications for the Inference of Cancer Evolution Models.
Proceedings of the Computational Intelligence Methods for Bioinformatics and Biostatistics, 2019

2017
Learning mutational graphs of individual tumor evolution from multi-sample sequencing data.
CoRR, 2017

On learning the structure of Bayesian Networks and submodular function maximization.
CoRR, 2017

2016
Design of the TRONCO BioConductor Package for TRanslational ONCOlogy.
R J., 2016

Ordering cancer mutational profiles of cross-sectional copy number alterations.
Int. J. Data Min. Bioinform., 2016

CABeRNET: a Cytoscape app for augmented Boolean models of gene regulatory NETworks.
BMC Bioinform., 2016

TRONCO: an R package for the inference of cancer progression models from heterogeneous genomic data.
Bioinform., 2016

Matching Models Across Abstraction Levels with Gaussian Processes.
Proceedings of the Computational Methods in Systems Biology, 2016

2015
Automatising the analysis of stochastic biochemical time-series.
BMC Bioinform., 2015

CAPRI: efficient inference of cancer progression models from cross-sectional data.
Bioinform., 2015

2014
Preface.
Nat. Comput., 2014

Bounded noises as a natural tool to model extrinsic fluctuations in biomolecular networks.
Nat. Comput., 2014

Stochastic Hybrid Automata with delayed transitions to model biochemical systems with delays.
Inf. Comput., 2014

Inference of Cancer Progression Models with Biological Noise.
CoRR, 2014

2013
Analysis of the spatial and dynamical properties of a multiscale model of intestinal crypts.
Proceedings of the Proceedings Wivace 2013, 2013

GPU-powered Simulation Methodologies for Biological Systems.
Proceedings of the Proceedings Wivace 2013, 2013

GeStoDifferent: a Cytoscape plugin for the generation and the identification of gene regulatory networks describing a stochastic cell differentiation process.
Bioinform., 2013

NoisySim: exact simulation of stochastic chemically reacting systems with extrinsic bounded noises (WIP).
Proceedings of the 2013 Spring Simulation Multiconference, SpringSim '13, 2013

Survival vs. revenue: modelling and reasoning on population dynamics (WIP).
Proceedings of the 2013 Spring Simulation Multiconference, SpringSim '13, 2013

2012
Bio-PEPAd: A non-Markovian extension of Bio-PEPA.
Theor. Comput. Sci., 2012

Foundational aspects of multiscale modeling of biological systems with process algebras.
Theor. Comput. Sci., 2012

Effects of delayed immune-response in tumor immune-system interplay
Proceedings of the Proceedings First International Workshop on Hybrid Systems and Biology, 2012

Fine-tuning anti-tumor immunotherapies via stochastic simulations.
BMC Bioinform., 2012

Lazy Security Controllers.
Proceedings of the Security and Trust Management - 8th International Workshop, 2012

Lazy Monitoring for Distributed Computing Environments.
Proceedings of the Sixth International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, 2012

2011
Formal Modeling and Simulation of Biological Systems with Delays.
PhD thesis, 2011

Delay Stochastic Simulation of Biological Systems: A Purely Delayed Approach.
Trans. Comp. Sys. Biology, 2011

2010
Modeling biological systems with delays in Bio-PEPA
Proceedings of the Proceedings Fourth Workshop on Membrane Computing and Biologically Inspired Process Calculi, 2010

Aspects of multiscale modelling in a process algebra for biological systems
Proceedings of the Proceedings Fourth Workshop on Membrane Computing and Biologically Inspired Process Calculi, 2010

2009
An intermediate language for the stochastic simulation of biological systems.
Theor. Comput. Sci., 2009

P Systems with Endosomes.
Int. J. Comput. Commun. Control, 2009

On the Interpretation of Delays in Delay Stochastic Simulation of Biological Systems
Proceedings of the Proceedings Second International Workshop on Computational Models for Cell Processes, 2009

2008
The Calculus of Looping Sequences.
Proceedings of the Formal Methods for Computational Systems Biology, 2008

2007
An Intermediate Language for the Simulation of Biological Systems.
Proceedings of the First Workshop "From Biology To Concurrency and back", 2007


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