Sara Montagna

89 papers A 1B 5C 6Misc 4Journal 30Unranked 38
YearRankTypeTitle / Venue / Authors
2026 — conf
Network Efficiency of Centralized and Decentralized Health Data Systems.
CCNC
Francesco Franco, Alessandro Bogliolo, Sara Montagna, Luca Bedogni, Stefano Ferretti
2025 — conf
A Fine-Tuning Pipeline with Small Conversational Data for Healthcare Chatbot.
AIME (2)
Gianluca Aguzzi, Matteo Magnini, Martino Francesco Pengo, Mirko Viroli, Sara Montagna
2025 C conf
Decentralized Health Data Management: An IPFS-based Approach and Performance Evaluation.
WETICE
Francesco Franco, Alessandro Bogliolo, Sara Montagna, Luca Bedogni, Stefano Ferretti
2025 J jnl
Digital Twins for Monitoring Neuromotor Development in Preterm Infants: Conceptual Framework and Proof-of-concept Study.
J. Medical Syst.
Sara Montagna, Rita Stagni, Giada Pierucci, Arianna Aceti, Duccio Maria Cordelli, Maria Cristina Bisi
2025 J jnl
Distributing intelligent functionalities in the Internet of Things with agents and Digital Twins.
Internet Things
Samuele Burattini, Stefano Mariani, Sara Montagna, Marco Picone, Alessandro Ricci
2025 — conf
Human Digital Twin for Healthcare Applications: a White Label Digital Twin Implementation.
GoodIT
Leonardo Micelli, Sara Montagna
2025 — conf
Intelligent Healthcare Navigation: Personalized Path Planning with Patient Condition and Environmental Awareness.
GoodIT
Rini Apriyanti Purba, Sara Montagna, Luca Bedogni
2025 — conf
Neuro-Symbolic AI for Supporting Chronic Disease Diagnosis and Monitoring.
PerCom Workshops
Matteo Magnini, Giovanni Ciatto, Ahmet Emre Kuru, Christel Sirocchi, Sara Montagna
2025 J jnl
RAG-Enhanced Open SLMs for Hypertension Management Chatbots.
J. Medical Syst.
Gianluca Aguzzi, Matteo Magnini, Aqila Farahmand, Stefano Ferretti, Martino Francesco Pengo, Sara Montagna
2024 — conf
A Digital Twins Approach for Oncologic Pharmaceutical Supply Chain.
PerCom Workshops
Samuele Burattini, Sara Montagna, Nicola Gentili, Francesca Galardi, Roberto Vespignani, Paolo Zanatto, Angelo Croatti, Alessandro Ricci
2024 J jnl
Agent-based systems in healthcare.
Comput. Methods Programs Biomed.
Sara Montagna, Stefano Mariani, Michael Ignaz Schumacher, Gaetano Manzo
2024 — conf
Applying Retrieval-Augmented Generation on Open LLMs for a Medical Chatbot Supporting Hypertensive Patients.
HC@AIxIA
Gianluca Aguzzi, Matteo Magnini, Stefano Ferretti, Giuseppe Pio Salcuni, Sara Montagna
2024 B conf
Calibration of the Double Digital Twin for the Hand Rehabilitation by the Virtual Glove.
CBMS
Alessandro Di Matteo, Daniele Lozzi, Enrico Mattei, Filippo Mignosi, Sara Montagna, Matteo Polsinelli, Giuseppe Placidi
2024 — conf
Conversational Skills of LLM-based Healthcare Chatbot for Personalized Communications.
GoodIT
Marco Furini, Michele Mariani, Sara Montagna, Stefano Ferretti
2024 — conf
Evaluating Machine Learning Models against Clinical Protocols for Enhanced Interpretability and Continuity of Care.
EXPLIMED@ECAI
Christel Sirocchi, Muhammad Suffian Nizami, Federico Sabbatini, Alessandro Bogliolo, Sara Montagna
2024 J jnl
Evaluating Machine Learning Models against Clinical Protocols for Enhanced Interpretability and Continuity of Care.
CoRR
Christel Sirocchi, Muhammad Suffian Nizami, Federico Sabbatini, Alessandro Bogliolo, Sara Montagna
2024 J jnl
Exploring machine learning for untargeted metabolomics using molecular fingerprints.
Comput. Methods Programs Biomed.
Christel Sirocchi, Federica Biancucci, Matteo Donati, Alessandro Bogliolo, Mauro Magnani, Michele Menotta, Sara Montagna
2024 — conf
Hybrid Personal Medical Digital Assistant Agents.
WOA
Sara Montagna, Christel Sirocchi
2024 — conf
Integrating Symbolic Knowledge and Machine Learning in Healthcare.
RuleML+RR (Companion)
Christel Sirocchi, Sara Montagna
2024 — conf
LLM-based Solutions for Healthcare Chatbots: a Comparative Analysis.
PerCom Workshops
Sara Montagna, Gianluca Aguzzi, Stefano Ferretti, Martino Francesco Pengo, Lorenz Cuno Klopfenstein, Michelangelo Ungolo, Matteo Magnini
2024 J jnl
Medical-informed machine learning: integrating prior knowledge into medical decision systems.
BMC Medical Informatics Decis. Mak.
Christel Sirocchi, Alessandro Bogliolo, Sara Montagna
2024 — conf
Proactive Hand Rehabilitation Through a Double Digital Twin Provided by the Virtual Glove.
MetroXRAINE
Alessandro Di Matteo, Daniele Lozzi, Enrico Mattei, Sara Montagna, Alessia Cipriani, Filippo Mignosi, Giuseppe Placidi
2023 B conf
A Chatbot-based Recommendation Framework for Hypertensive Patients.
CBMS
Sara Montagna, Stefano Mariani, Martino F. Pengo
2023 J jnl
A survey on agents applications in healthcare: Opportunities, challenges and trends.
Comput. Methods Programs Biomed.
Emilio Sulis, Stefano Mariani, Sara Montagna
2023 B conf
An Ecosystem of Digital Twins for Operating Room Management.
CBMS
Samuele Burattini, Sara Montagna, Angelo Croatti, Nicola Gentili, Alessandro Ricci, Laura Leonardi, Serafino Pandolfini, Sofia Tosi
2023 — conf
Data Decentralisation of LLM-Based Chatbot Systems in Chronic Disease Self-Management.
GoodIT
Sara Montagna, Stefano Ferretti, Lorenz Cuno Klopfenstein, Antonio Florio, Martino Francesco Pengo
2023 — conf
Interpretable Machine Learning for Automated Cellular Population Analysis in Flow Cytometry.
CIBB
Riccardo Benedetti, Muhammad Suffian Nizami, Alessandro Bogliolo, Barbara Canonico, Stefano Papa, Claudio Ortolani, Sara Montagna
2023 J jnl
Machine Learning in Hypertension Detection: A Study on World Hypertension Day Data.
J. Medical Syst.
Sara Montagna, Martino F. Pengo, Stefano Ferretti, Claudio Borghi, Claudio Ferri, Guido Grassi, Maria Lorenza Muiesan, Gianfranco Parati
2023 — conf
Machine Learning-Enabled Prediction of Metabolite Response in Genetic Disorders (SHORT PAPER).
HC@AIxIA
Christel Sirocchi, Federica Biancucci, Matteo Donati, Nunzio D'Amore, Riccardo Benedetti, Alessandro Bogliolo, Stefano Ferretti, Mauro Magnani, Michele Menotta, Muhammad Suffian Nizami, Sara Montagna
2023 — conf
Molecular Fingerprints-Based Machine Learning for Metabolic Profiling.
PKDD/ECML Workshops (4)
Christel Sirocchi, Federica Biancucci, Muhammad Suffian Nizami, Riccardo Benedetti, Matteo Donati, Stefano Ferretti, Alessandro Bogliolo, Mauro Magnani, Michele Menotta, Sara Montagna
2022 — conf
Machine learning for automated gating of flow cytometry data.
HC@AIxIA
Muhammad Suffian Nizami, Sara Montagna, Alessandro Bogliolo, Claudio Ortolani, Stefano Papa, Mario D'Atri
2022 C conf
Network Modularity based Clustering for Portfolio Allocation: a Monte-Carlo Simulation Study.
DS-RT
Stefano Ferretti, Sara Montagna
2022 J jnl
Pervasive and Connected Digital Twins - A Vision for Digital Health.
IEEE Internet Comput.
Alessandro Ricci, Angelo Croatti, Sara Montagna
2022 J jnl
Web of Digital Twins.
ACM Trans. Internet Techn.
Alessandro Ricci, Angelo Croatti, Stefano Mariani, Sara Montagna, Marco Picone
2021 J jnl
An Internet of Medical Things System to Increase Continuous Positive Airway Pressure Usage in Patients with Sleep-Disordered Breathing.
SN Comput. Sci.
Angelo Croatti, Sara Montagna, Carolina Lombardi, Gianfranco Parati, Martino F. Pengo, Alessandro Silvani
2021 — conf
Applying Telemedicine for Stroke Remote Diagnosis: the TeleStroke System.
EUSPN/ICTH
Angelo Croatti, Marco Longoni, Sara Montagna
2021 J jnl
Augmenting BDI Agency with a Cognitive Service: Architecture and Validation in Healthcare Domain.
J. Medical Syst.
Sara Montagna, Stefano Mariani, Emiliano Gamberini
2021 J jnl
The Impact of Self-Loops on Boolean Networks Attractor Landscape and Implications for Cell Differentiation Modelling.
IEEE ACM Trans. Comput. Biol. Bioinform.
Sara Montagna, Michele Braccini, Andrea Roli
2020 J jnl
Complementing Agents with Cognitive Services: A Case Study in Healthcare.
J. Medical Syst.
Sara Montagna, Stefano Mariani, Emiliano Gamberini, Alessandro Ricci, Franco Zambonelli
2020 J jnl
Guest Editorial: Healthcare Intelligent Multi Agent Systems.
J. Medical Syst.
Neil Vaughan, Eloisa Vargiu, Stefano Mariani, Sara Montagna, Michael Schumacher
2020 J jnl
On the Integration of Agents and Digital Twins in Healthcare.
J. Medical Syst.
Angelo Croatti, Matteo Gabellini, Sara Montagna, Alessandro Ricci
2020 J jnl
Real-time tracking and documentation in trauma management.
Health Informatics J.
Sara Montagna, Angelo Croatti, Alessandro Ricci, Vanni Agnoletti, Vittorio Albarello, Emiliano Gamberini
2019 C conf
A simplified model of chromatin dynamics drives differentiation process in Boolean models of GRN.
ALIFE
Michele Braccini, Andrea Roli, Marco Villani, Sara Montagna, Roberto Serra
2019 — ed.
Artificial Intelligence in Health - First International Workshop, AIH@IJCAI 2018, Stockholm, Sweden, July 13-14, 2018, Revised Selected Papers
AIH@IJCAI (Revised Selected Papers)
Fernando Koch, Andrew Koster, David Riaño, Sara Montagna, Michael Schumacher, Annette ten Teije, Christian Guttmann, Manfred Reichert, Isabelle Bichindaritz, Pau Herrero, Richard Lenz, Beatriz López, Cindy Marling, Clare Martin, Stefania Montani, Nirmalie Wiratunga
2019 J jnl
Autonomous agents and multi-agent systems applied in healthcare.
Artif. Intell. Medicine
Sara Montagna, Daniel Castro Silva, Pedro Henriques Abreu, Márcia Ito, Michael Ignaz Schumacher, Eloisa Vargiu
2019 J jnl
BDI personal medical assistant agents: The case of trauma tracking and alerting.
Artif. Intell. Medicine
Angelo Croatti, Sara Montagna, Alessandro Ricci, Emiliano Gamberini, Vittorio Albarello, Vanni Agnoletti
2019 B conf
Pervasive Tracking for Time-Dependent Acute Patient Flow: A Case Study in Trauma Management.
CBMS
Sara Montagna, Angelo Croatti, Alessandro Ricci, Vanni Agnoletti, Vittorio Albarello
2019 — conf
The Effects of a Simplified Model of Chromatin Dynamics on Attractors Robustness in Random Boolean Networks with Self-loops: An Experimental Study.
WIVACE
Michele Braccini, Andrea Roli, Marco Villani, Sara Montagna, Roberto Serra
2018 — ed.
Proceedings of the First Joint Workshop on AI in Health organized as part of the Federated AI Meeting (FAIM 2018), co-located with AAMAS 2018, ICML 2018, IJCAI 2018 and ICCBR 2018, Stockholm, Sweden, July 13-14, 2018.
AIH@IJCAI
Isabelle Bichindaritz, Christian Guttmann, Pau Herrero, Fernando Koch, Andrew Koster, Richard Lenz, Beatriz López Ibáñez, Cindy Marling, Clare Martin, Sara Montagna, Stefania Montani, Manfred Reichert, David Riaño, Michael Ignaz Schumacher, Annette ten Teije, Nirmalie Wiratunga
2018 — conf
Self-loops Favour Diversification and Asymmetric Transitions Between Attractors in Boolean Network Models.
WIVACE
Michele Braccini, Sara Montagna, Andrea Roli
2017 — conf
A Personal Medical Digital Assistant Agent for Supporting Human Operators in Emergency Scenarios.
AAMAS Workshops (Visionary Papers)
Angelo Croatti, Sara Montagna, Alessandro Ricci
2017 — conf
A Personal Medical Digital Assistant Agent for Supporting Human Operators in Emergency Scenarios.
A2HC@AAMAS/A-HEALTH@PAAMS
Angelo Croatti, Sara Montagna, Alessandro Ricci
2017 J jnl
Agent-based modeling for the self-management of chronic diseases: An exploratory study.
Simul.
Sara Montagna, Andrea Omicini
2017 — ed.
Agents and Multi-Agent Systems for Health Care - 10th International Workshop, A2HC 2017, São Paulo, Brazil, May 8, 2017, and International Workshop, A-HEALTH 2017, Porto, Portugal, June 21, 2017, Revised and Extended Selected Papers
A2HC@AAMAS/A-HEALTH@PAAMS
Sara Montagna, Pedro Henriques Abreu, Sylvain Giroux, Michael Ignaz Schumacher
2017 — conf
The Impact of Self-loops in Random Boolean Network Dynamics: A Simulation Analysis.
WIVACE
Sara Montagna, Michele Braccini, Andrea Roli
2016 J jnl
Spatial awareness in pervasive ecosystems.
Knowl. Eng. Rev.
Simon A. Dobson, Mirko Viroli, Jose Luis Fernandez-Marquez, Franco Zambonelli, Graeme Stevenson, Giovanna Di Marzo Serugendo, Sara Montagna, Danilo Pianini, Juan Ye, Gabriella Castelli, Alberto Rosi
2016 — conf
Towards the Adoption of Agent-Based Modelling and Simulation in Mobile Health Systems for the Self-Management of Chronic Diseases.
WOA
Sara Montagna, Andrea Omicini, Francesco Degli Angeli, Michele Donati
2015 A conf
A Gillespie-based Computational Model for Integrating Event-driven and Multi-Agent Based Simulation: Extended Abstract.
AAMAS
Sara Montagna, Andrea Omicini, Danilo Pianini
2015 J jnl
A coordination model of pervasive service ecosystems.
Sci. Comput. Program.
Mirko Viroli, Danilo Pianini, Sara Montagna, Graeme Stevenson, Franco Zambonelli
2015 J jnl
A framework supporting multi-compartment stochastic simulation and parameter optimisation for investigating biological system development.
Simul.
Sara Montagna, Mirko Viroli, Andrea Roli
2015 J jnl
Developing pervasive multi-agent systems with nature-inspired coordination.
Pervasive Mob. Comput.
Franco Zambonelli, Andrea Omicini, Bernhard Anzengruber, Gabriella Castelli, Francesco L. De Angelis, Giovanna Di Marzo Serugendo, Simon A. Dobson, Jose Luis Fernandez-Marquez, Alois Ferscha, Marco Mamei, Stefano Mariani, Ambra Molesini, Sara Montagna, Jussi Nieminen, Danilo Pianini, Matteo Risoldi, Alberto Rosi, Graeme Stevenson, Mirko Viroli, Juan Ye
2015 C conf
Extending the Gillespie's Stochastic Simulation Algorithm for Integrating Discrete-Event and Multi-Agent Based Simulation.
MABS
Sara Montagna, Andrea Omicini, Danilo Pianini
2013 J jnl
Chemical-oriented simulation of computational systems with ALCHEMIST.
J. Simulation
Danilo Pianini, Sara Montagna, Mirko Viroli
2013 Misc conf
Combining self-organisation, context-awareness and semantic reasoning: the case of resource discovery in opportunistic networks.
SAC
Graeme Stevenson, Juan Ye, Simon Dobson, Danilo Pianini, Sara Montagna, Mirko Viroli
2013 J jnl
Description and composition of bio-inspired design patterns: a complete overview.
Nat. Comput.
Jose Luis Fernandez-Marquez, Giovanna Di Marzo Serugendo, Sara Montagna, Mirko Viroli, Josep Lluís Arcos
2013 J jnl
Injecting Self-Organisation into Pervasive Service Ecosystems.
Mob. Networks Appl.
Sara Montagna, Mirko Viroli, Jose Luis Fernandez-Marquez, Giovanna Di Marzo Serugendo, Franco Zambonelli
2012 — ch.
A Computational Framework for Multilevel Morphologies.
Morphogenetic Engineering, Toward Programmable Complex Systems
Sara Montagna, Mirko Viroli
2012 Misc conf
A model for drosophila melanogaster development from a single cell to stripe pattern formation.
SAC
Sara Montagna, Danilo Pianini, Mirko Viroli
2012 — conf
Gradient-Based Self-Organisation Patterns of Anticipative Adaptation.
SASO
Sara Montagna, Danilo Pianini, Mirko Viroli
2012 Misc conf
Pervasive ecosystems: a coordination model based on semantic chemistry.
SAC
Mirko Viroli, Danilo Pianini, Sara Montagna, Graeme Stevenson
2012 — conf
Self-Organising Semantic Resource Discovery for Pervasive Systems.
SASO Workshops
Graeme Stevenson, Juan Ye, Simon Dobson, Mirko Viroli, Sara Montagna
2012 — conf
Towards Situated Awareness in Urban Networks: A Bio-Inspired Approach.
SASO Workshops
Graeme Stevenson, Jose Luis Fernandez-Marquez, Sara Montagna, Alberto Rosi, Juan Ye, Akla-Esso Tchao, Simon Dobson, Giovanna Di Marzo Serugendo, Mirko Viroli
2012 — conf
Towards a Comprehensive Approach to Spontaneous self-composition in Pervasive Ecosystems.
WOA
Sara Montagna, Mirko Viroli, Danilo Pianini, Jose Luis Fernandez-Marquez
2011 C conf
A Chemical Inspired Simulation Framework for Pervasive Services Ecosystems.
FedCSIS
Danilo Pianini, Sara Montagna, Mirko Viroli
2011 — conf
A Simulation Framework for Pervasive Services Ecosystems.
WOA
Danilo Pianini, Mirko Viroli, Sara Montagna
2011 — conf
BIO-CORE: Bio-inspired Self-organising Mechanisms Core.
BIONETICS
Jose Luis Fernandez-Marquez, Giovanna Di Marzo Serugendo, Sara Montagna
2011 — conf
Description and composition of bio-inspired design patterns: the gradient case.
BADS@ICAC
Jose Luis Fernandez-Marquez, Josep Lluís Arcos, Giovanna Di Marzo Serugendo, Mirko Viroli, Sara Montagna
2011 — conf
Self-aware Pervasive Service Ecosystems.
FET
Franco Zambonelli, Gabriella Castelli, Laura Ferrari, Marco Mamei, Alberto Rosi, Giovanna Di Marzo Serugendo, Matteo Risoldi, Akla-Esso Tchao, Simon Dobson, Graeme Stevenson, Juan Ye, Elena Nardini, Andrea Omicini, Sara Montagna, Mirko Viroli, Alois Ferscha, Sascha Maschek, Bernhard Wally
2011 — conf
Self-organising Pervasive Ecosystems: A Crowd Evacuation Example.
SERENE
Sara Montagna, Mirko Viroli, Matteo Risoldi, Danilo Pianini, Giovanna Di Marzo Serugendo
2011 J jnl
Spatial Coordination of Pervasive Services through Chemical-Inspired Tuple Spaces.
ACM Trans. Auton. Adapt. Syst.
Mirko Viroli, Matteo Casadei, Sara Montagna, Franco Zambonelli
2010 — conf
A Framework for Modelling and Simulating Networks of Cells.
CS2Bio
Sara Montagna, Mirko Viroli
2010 — conf
A Multiscale Agent-based Model of Morphogenesis in Biological Systems.
WOA
Sara Montagna, Andrea Omicini, Alessandro Ricci
2010 C conf
An Agent-based Model for the Pattern Formation in Drosophila Melanogaster.
ALIFE
Sara Montagna, Nicola Donati, Andrea Omicini
2010 — conf
Spatial Coordination of Pervasive Systems through Chemical-Inspired Tuple Spaces.
SASO Workshops
Mirko Viroli, Matteo Casadei, Sara Montagna, Franco Zambonelli
2009 Misc conf
A biochemical metaphor for developing eternally adaptive service ecosystems.
SAC
Mirko Viroli, Matteo Casadei, Sara Montagna, Franco Zambonelli
2009 B conf
A computational framework for modelling multicellular biochemistry.
IEEE Congress on Evolutionary Computation
Sara Montagna, Mirko Viroli
2009 — ch.
Agent-Based Modeling of Stem Cells.
Multi-Agent Systems
Paul Howells, Mark d'Inverno, Rob Saunders, Ingo Roeder, Sara Montagna
2009 — conf
Parameter Tuning of a Stochastic Biological Simulator by Metaheuristics.
AI*IA
Sara Montagna, Andrea Roli
2008 J jnl
A&A for modelling and engineering simulations in Systems Biology.
Int. J. Agent Oriented Softw. Eng.
Sara Montagna, Alessandro Ricci, Andrea Omicini