Christel Sirocchi

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
• Sirocchi C., Urschler M., Pfeifer B.:
  Feature graphs for interpretable unsupervised tree ensembles: centrality, interaction, and application in disease subtyping
  In: BioData Mining 18 (2025), Article No.: 15
  ISSN: 1756-0381
  DOI: 10.1186/s13040-025-00430-3
  BibTeX: Download

2024

• Montagna S., Sirocchi C.:
  Hybrid Personal Medical Digital Assistant Agents
  25th Workshop "From Objects to Agents", WOA 2024 (Bard, 08/07/2024 - 10/07/2024)
  In: Marco Alderighi, Matteo Baldoni, Cristina Baroglio, Roberto Micalizio, Stefano Tedeschi (ed.): Hybrid Personal Medical Digital Assistant Agents, Aachen: 2024
  Open Access: https://ceur-ws.org/Vol-3735/paper_05.pdf
  URL: https://ceur-ws.org/Vol-3735/paper_05.pdf
  BibTeX: Download
• Pfeifer B., Sirocchi C., Bloice MD., Kreuzthaler M., Urschler M.:
  Federated unsupervised random forest for privacy-preserving patient stratification
  In: Bioinformatics 40 (2024), p. ii198-ii207
  ISSN: 1367-4803
  DOI: 10.1093/bioinformatics/btae382
  BibTeX: Download
• Sabbatini F., Sirocchi C., Calegari R.:
  Symbolic Knowledge Comparison: Metrics and Methodologies for Multi-Agent Systems
  25th Workshop “From Objects to Agents” WOA (Bard, 08/07/2024 - 10/07/2024)
  In: Marco Alderighi, Matteo Baldoni, Cristina Baroglio, Roberto Micalizio, Stefano Tedeschi (ed.): Proceedings of the 25th Workshop "From Objects to Agents", Aachen: 2024
  Open Access: https://ceur-ws.org/Vol-3735/paper_17.pdf
  URL: https://ceur-ws.org/Vol-3735/paper_17.pdf
  BibTeX: Download
• 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., Montagna S.:
  Integrating Symbolic Knowledge and Machine Learning in Healthcare
  8th International Joint Conference on Rules and Reasoning (Bucharest, 16/09/2024 - 18/09/2024)
  In: Anisa Rula, Emanuel Sallinger, Ognjen Savkovic, Ioana Georgiana Ciuciu, Ioan Toma, Josiane Xavier Parreira, Radu Prodan, Hui Song, Ahmet Soylu (ed.): Companion Proceedings of the 8th International Joint Conference on Rules and Reasoning co-located with 20th Reasoning Web Summer School (RW 2024) as part of Declarative AI 2024, Aachen: 2024
  Open Access: https://ceur-ws.org/Vol-3816/paper45.pdf
  URL: https://ceur-ws.org/Vol-3816/paper45.pdf
  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
• Sirocchi C., Suffian M., Sabbatini F., Bogliolo A., Montagna S.:
  Evaluating Machine Learning Models against Clinical Protocols for Enhanced Interpretability and Continuity of Care
  First Workshop on Explainable Artificial Intelligence for the Medical Domain (EXPLIMED 2024) (Santiago de Compostela, 20/10/2024 - 20/10/2024)
  In: Gianluca Zaza, Gabriella Casalino, Giovanna Castellano (ed.): Proceedings of the First Workshop on Explainable Artificial Intelligence for the Medical Domain (EXPLIMED 2024) co-located with 27th European Conference on Artificial Intelligence (ECAI 2024), Aachen: 2024
  Open Access: https://ceur-ws.org/Vol-3831/paper15.pdf
  URL: https://ceur-ws.org/Vol-3831/paper15.pdf
  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