Christel Sirocchi - Biomedical Network Science Lab

Dr. Christel Sirocchi

Postdoctoral Researcher

Department Artifical Intelligence in Biomedical Engineering (AIBE)
Biomedical Network Science Lab

Werner-von-Siemens-Str. 61
91052 Erlangen

Email: christel.sirocchi@fau.de
Website: https://www.bionets.tf.fau.de/person/christel-sirocchi/

Since January 2025
Postdoctoral researcher at the Biomedical Network Science Lab, Department Artificial Intelligence in Biomedical Engineering, Friedrich-Alexander University Erlangen-Nürnberg, Erlangen, Germany.
November 2021 – November 2024
PhD candidate in Computer Science, University of Urbino Carlo Bo, Urbino, Italy.
September 2018 – September 2021
BSc Applied Informatics, University of Urbino Carlo Bo, Urbino, Italy.
April 2015 – September 2015
Erasmus traineeship, Department of Chemical Engineering, Boğaziçi University, Istanbul, Turkey.
November 2012 – March 2015
MSc Functional Genomics, University of Trieste, Trieste, Italy.
January 2014 – March 2015
Research Assistant, Centre for Synthetic and Systems Biology, University of Edinburgh, Edinburgh, United Kingdom.
March 2012 – August 2012
Erasmus exchange, Université libre de Bruxelles, Bruxelles, Belgium
September 2009 – November 2012
BSc Biotechnology, University of Ferrara, Ferrara, Italy.

2025

Sirocchi C., Biancucci F., Suffian M., Benedetti R., Donati M., Ferretti S., Bogliolo A., Magnani M., Menotta M., Montagna S.:
Molecular Fingerprints-Based Machine Learning for Metabolic Profiling
International Workshops of ECML PKDD 2023 (Turin, 18/09/2023 - 22/09/2023)
In: Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Cham: 2025
DOI: 10.1007/978-3-031-74640-6_8
BibTeX: Download

2024

Sirocchi C., Biancucci F., Donati M., Bogliolo A., Magnani M., Menotta M., Montagna S.:
Exploring machine learning for untargeted metabolomics using molecular fingerprints
In: Computer Methods and Programs in Biomedicine 250 (2024), p. 108163
ISSN: 0169-2607
DOI: 10.1016/j.cmpb.2024.108163
BibTeX: Download
Sirocchi C., Biancucci F., Suffian M., Donati M., Ferretti S., Bogliolo A., Magnani M., Menotta M., Montagna S.:
Predicting metabolic responses in genetic disorders via structural representation in machine learning
In: Progress in Artificial Intelligence (2024)
ISSN: 2192-6352
DOI: 10.1007/s13748-024-00338-9
BibTeX: Download
Sirocchi C., Bogliolo A.:
Distributed Averaging for Accuracy Prediction in Networked Systems
19th International Workshop (Warschau, 03/06/2024 - 06/06/2024)
In: Modelling and Mining Networks, Cham: 2024
DOI: 10.1007/978-3-031-59205-8_9
BibTeX: Download
Sirocchi C., Bogliolo A., Montagna S.:
Medical-informed machine learning: integrating prior knowledge into medical decision systems
In: BMC Medical Informatics and Decision Making 24 (2024), Article No.: 186
ISSN: 1472-6947
DOI: 10.1186/s12911-024-02582-4
BibTeX: Download
Sirocchi C., Ostergren AP., Bogliolo A.:
Investigating Participation Mechanisms in EU Code Week
In: ACM Transactions on Computing Education 24 (2024), p. 1-31
ISSN: 1946-6226
DOI: 10.1145/3632531
BibTeX: Download

2023

Sirocchi C., Bogliolo A.:
Community-Based Gossip Algorithm for Distributed Averaging
23rd IFIP WG 6.1 International Conference, DAIS 2023, Held as Part of the 18th International Federated Conference on Distributed Computing Techniques, DisCoTec 2023 (Lissabon, 19/06/2023 - 23/06/2023)
In: Distributed Applications and Interoperable Systems, Cham: 2023
DOI: 10.1007/978-3-031-35260-7_3
BibTeX: Download

2022

Sirocchi C., Bogliolo A.:
Topological network features determine convergence rate of distributed average algorithms
In: Scientific Reports 12 (2022), Article No.: 21831
ISSN: 2045-2322
DOI: 10.1038/s41598-022-25974-w
BibTeX: Download
Sirocchi C., Klopfenstein LC., Bogliolo A.:
Large-Scale Assessment of Mobile Crowdsensed Data: A Case Study
In: IEEE Access 10 (2022), p. 54681-54696
ISSN: 2169-3536
DOI: 10.1109/ACCESS.2022.3176437
BibTeX: Download