Exploiting Machine Learning for Predicting Nodal Status in Prostate Cancer Patients. - Mauro Vallati; Berardino De Bari; Roberto Gatta; Michela Buglione; Stefano M. Magrini; Barbara Alicja Jereczek-Fossa; Filippo Bertoni (AIAI, 2013)

Clinical Similarities: An Innovative Approach for Supporting Medical Decisions. - Mauro Vallati; Roberto Gatta; Berardino De Bari; Stefano M. Magrini (MedInfo, 2013)

Information Retrieval in Medicine - An Extensive Experimental Study. - Roberto Gatta; Mauro Vallati; Berardino De Bari; Nadia Pasinetti; Carlo Cappelli; Ilenia Pirola; Massimo Salvetti; Michela Buglione; Maria Lorenza Muiesan; Stefano M. Magrini; Maurizio Castellano (HEALTHINF, 2014)

The impact of different training sets on medical documents classification. - Roberto Gatta; Mauro Vallati; Berardino De Bari; Mahmut Ozsahin (AI-AM/NetMed@ECAI, 2014)

Distributed Learning to Protect Privacy in Multi-centric Clinical Studies. - Andrea Damiani; Mauro Vallati; Roberto Gatta; Nicola Dinapoli; Arthur Jochems; Timo Deist; Johan van Soest; Andre Dekker; Vincenzo Valentini (AIME, 2015)

Moddicom: a complete and easily accessible library for prognostic evaluations relying on image features. - Nicola Dinapoli; Anna Rita Alitto; Mauro Vallati; Roberto Gatta; Rosa Autorino; Luca Boldrini; Andrea Damiani; Vincenzo Valentini (EMBC, 2015)

On the Efficient Allocation of Diagnostic Activities in Modern Imaging Departments. - Roberto Gatta; Mauro Vallati; Nicola Mazzini; Diane E. Kitchin; Andrea Bonisoli; Alfonso Gerevini; Vincenzo Valentini (EPIA, 2015)

RadioBio data: A Moddicom Module to Predict Tumor Control Probability and Normal Tissue Complication Probability in Radiotherapy. - Nicola Dinapoli; Anna Rita Alitto; Mauro Vallati; Rosa Autorino; Roberto Gatta; Luca Boldrini; Andrea Damiani; Giovanna Mantini; Vincenzo Valentini (HEALTHINF, 2016)

Bridging the Gap between Knowledge Representation and Electronic Health Records. - Roberto Gatta; Mauro Vallati; Carlo Cappelli; Berardino De Bari; Massimo Salvetti; Silvio Finardi; Maria Lorenza Muiesan; Vincenzo Valentini; Maurizio Castellano (HEALTHINF, 2016)

pMineR: An Innovative R Library for Performing Process Mining in Medicine. - Roberto Gatta; Jacopo Lenkowicz; Mauro Vallati; Eric Rojas 001; Andrea Damiani; Lucia Sacchi; Berardino De Bari; Arianna Dagliati; Carlos Fernández-Llatas; Matteo Montesi; Antonio Marchetti; Maurizio Castellano; et al. (AIME, 2017)

Generating and Comparing Knowledge Graphs of Medical Processes Using pMineR. - Roberto Gatta; Mauro Vallati; Jacopo Lenkowicz; Eric Rojas 001; Andrea Damiani; Lucia Sacchi; Berardino De Bari; Arianna Dagliati; Carlos Fernández-Llatas; Matteo Montesi; Antonio Marchetti; Maurizio Castellano; et al. (K-CAP, 2017)

Expectations from a Process Mining Dashboard in Operating Rooms with Analytic Hierarchy Process. - Antonio Martinez-Millana; Aroa Lizondo; Roberto Gatta; Vicente Traver 001; Carlos Fernández-Llatas (Business Process Management Workshops, 2018)

A Framework for Event Log Generation and Knowledge Representation for Process Mining in Healthcare. - Roberto Gatta; Mauro Vallati; Jacopo Lenkowicz; Calogero Casà; Francesco Cellini; Andrea Damiani; Vincenzo Valentini (ICTAI, 2018)

Clinical Guidelines: A Crossroad of Many Research Areas. Challenges and Opportunities in Process Mining for Healthcare. - Roberto Gatta; Mauro Vallati; Carlos Fernández-Llatas; Antonio Martinez-Millana; Stefania Orini; Lucia Sacchi; Jacopo Lenkowicz; Mar Marcos; Jorge Munoz-Gama; Michel A. Cuendet; Berardino De Bari; Luis Marco-Ruiz; et al. (Business Process Management Workshops, 2019)

On the Feasibility of Distributed Process Mining in Healthcare. - Roberto Gatta; Mauro Vallati; Jacopo Lenkowicz; Carlotta Masciocchi; Francesco Cellini; Luca Boldrini; Carlos Fernández-Llatas; Vincenzo Valentini; Andrea Damiani (ICCS (5), 2019)

Towards a modular decision support system for radiomics: A case study on rectal cancer. - Roberto Gatta; Mauro Vallati; Nicola Dinapoli; Carlotta Masciocchi; Jacopo Lenkowicz; Davide Cusumano; Calogero Casà; Alessandra Farchione; Andrea Damiani; Johan van Soest; Andre Dekker; Vincenzo Valentini (Artif. Intell. Medicine, 2019)

An Empirical Analysis of Predictors for Workload Estimation in Healthcare. - Roberto Gatta; Mauro Vallati; Ilenia Pirola; Jacopo Lenkowicz; Luca Tagliaferri; Carlo Cappelli; Maurizio Castellano (ICCS (1), 2020)

A Process Mining Approach to Statistical Analysis: Application to a Real-World Advanced Melanoma Dataset. - Erica Tavazzi; Camille L. Gerard; Olivier Michielin; Alexandre Wicky; Roberto Gatta; Michel A. Cuendet (ICPM Workshops, 2020)

Recommendations for enhancing the usability and understandability of process mining in healthcare. - Niels Martin; Jochen De Weerdt; Carlos Fernández-Llatas; Avigdor Gal; Roberto Gatta; Gema Ibáñez; Owen A. Johnson; Felix Mannhardt; Luis Marco-Ruiz; Steven Mertens; Jorge Munoz-Gama; Fernando Seoane; et al. (Artif. Intell. Medicine, 2020)

Process mining for healthcare: Characteristics and challenges. - Jorge Munoz-Gama; Niels Martin; Carlos Fernández-Llatas; Owen A. Johnson; Marcos Sepúlveda; Emmanuel Helm; Victor Galvez-Yanjari; Eric Rojas 001; Antonio Martinez-Millana; Davide Aloini; Ilaria Angela Amantea; Robert Andrews 001; et al. (J. Biomed. Informatics, 2022)

Leveraging process mining for modeling progression trajectories in amyotrophic lateral sclerosis. - Erica Tavazzi; Roberto Gatta; Mauro Vallati; Stefano Cotti Piccinelli; Massimiliano Filosto; Alessandro Padovani; Maurizio Castellano; Barbara Di Camillo (BMC Medical Informatics Decis. Mak., 2022)

An Interactive Dashboard for Patient Monitoring and Management: A Support Tool to the Continuity of Care Centre. - Mariachiara Savino; Nicola Acampora; Carlotta Masciocchi; Roberto Gatta; Chiara Dachena; Stefania Orini; Andrea Cambieri; Francesco Landi; Graziano Onder; Andrea Russo; Sara Salini; Vincenzo Valentini; et al. (AIME, 2023)

On the Comparison of Markov Chains-based Models in Process Mining for Healthcare: A Case Study. - Mauro Vallati; Stefania Orini; Mariagrazia Lorusso; Mariachiara Savino; Roberto Gatta; Massimiliano Filosto (FLAIRS, 2023)

Error-Correcting Methodology for Evaluating Compliance to Clinical Guidelines: A Case Study on Rectal Cancer. - Mariachiara Savino; Carlos Fernández-Llatas; Roberto Gatta; Giuditta Chiloiro; Silvia Di Franco; Gema Ibáñez-Sánchez; Zoe Valero-Ramon; Maria Antonietta Gambacorta; Vincenzo Valentini; Andrea Damiani (ICPM Workshops, 2023)

Prediction Modelling and Data Quality Assessment for Nursing Scale in a Big Hospital: A Proposal to Save Resources and Improve Data Quality. - Chiara Dachena; Roberto Gatta; Mariachiara Savino; Stefania Orini; Nicola Acampora; M. Letizia Serra; Stefano Patarnello; Christian Barillaro; Carlotta Masciocchi (AIME (1), 2024)

GEN-RWD Sandbox Ecosystem for Privacy-Preserving Data Sharing in Healthcare Research: The Processor Module. - Benedetta Gottardelli; Roberto Gatta; Leonardo Nucciarelli; Mariachiara Savino; Andrada Mihaela Tudor; Mauro Vallati; Andrea Damiani (ICHI, 2024)

Securing Reproducibility and Accountability in Distributed Healthcare Analytics: A Framework Based on Blockchain and Cryptography. - Benedetta Gottardelli; Roberto Gatta; Andrea Damiani (MIE, 2024)

GEN-RWD Sandbox: bridging the gap between hospital data privacy and external research insights with distributed analytics. - Benedetta Gottardelli; Roberto Gatta; Leonardo Nucciarelli; Andrada Mihaela Tudor; Erica Tavazzi; Mauro Vallati; Stefania Orini; Nicoletta Di Giorgi; Andrea Damiani (BMC Medical Informatics Decis. Mak., 2024)

DYNAMITE: Integrating Archetypal Analysis and Process Mining for Interpretable Disease Progression Modelling. - Isotta Trescato; Erica Tavazzi; Martina Vettoretti; Roberto Gatta; Rosario Vasta; Adriano Chiò; Barbara Di Camillo (IEEE J. Biomed. Health Informatics, 2024)

Towards Distributed Process Discovery in Healthcare: Testing and Proving the Feasibility of the Federated Alpha+ Algorithm. - Leonardo Nucciarelli; Roberto Gatta; Andrada Mihaela Tudor; Erica Tavazzi; Giovanni Arcuri; Mauro Vallati; Gema Ibáñez-Sánchez; Zoe Valero-Ramon; Carlos Fernández-Llatas; Andrea Damiani (AIME (2), 2025)

Predicting Length of Stay in Geriatric Patients Using an Ensemble Learning Method. - Mariachiara Savino; Chiara Dachena; Carlotta Masciocchi; Stefania Orini; Roberto Gatta; Stefano Patarnello; Riccardo Rinaldi; Nicola Acampora; Eleonora Meloni; Giovanni Arcuri; Francesco Landi; Graziano Onder; et al. (AIME (2), 2025)

Privacy-by-design GEN-RWD Sandbox for Distributed Multicentric Data Analysis in Healthcare: The Proxy Module. - Leonardo Nucciarelli; Benedetta Gottardelli; Andrada Mihaela Tudor; Mauro Vallati; Erica Tavazzi; Stefania Orini; Roberto Gatta; Giovanni Arcuri; Andrea Damiani (ICHI, 2025)