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Roberto Gatta

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2020 – today

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2024
[j6]
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Benedetta Gottardelli, Roberto Gatta, Leonardo Nucciarelli, Andrada Mihaela Tudor, Erica Tavazzi, Mauro Vallati, Stefania Orini, Nicoletta Di Giorgi, Andrea Damiani:
GEN-RWD Sandbox: bridging the gap between hospital data privacy and external research insights with distributed analytics. BMC Medical Informatics Decis. Mak. 24(1): 170 (2024)
[j5]
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Isotta Trescato, Erica Tavazzi, Martina Vettoretti, Roberto Gatta, Rosario Vasta, Adriano Chiò, Barbara Di Camillo:
DYNAMITE: Integrating Archetypal Analysis and Process Mining for Interpretable Disease Progression Modelling. IEEE J. Biomed. Health Informatics 28(12): 7553-7564 (2024)
[c23]
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Chiara Dachena, Roberto Gatta, Mariachiara Savino, Stefania Orini, Nicola Acampora, M. Letizia Serra, Stefano Patarnello, Christian Barillaro, Carlotta Masciocchi:
Prediction Modelling and Data Quality Assessment for Nursing Scale in a Big Hospital: A Proposal to Save Resources and Improve Data Quality. AIME (1) 2024: 128-137
[c22]
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Benedetta Gottardelli, Roberto Gatta, Leonardo Nucciarelli, Mariachiara Savino, Andrada Mihaela Tudor, Mauro Vallati, Andrea Damiani:
GEN-RWD Sandbox Ecosystem for Privacy-Preserving Data Sharing in Healthcare Research: The Processor Module. ICHI 2024: 360-365
[c21]
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Benedetta Gottardelli, Roberto Gatta, Andrea Damiani:
Securing Reproducibility and Accountability in Distributed Healthcare Analytics: A Framework Based on Blockchain and Cryptography. MIE 2024: 1269-1273
2023
[c20]
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Mariachiara Savino, Nicola Acampora, Carlotta Masciocchi, Roberto Gatta, Chiara Dachena, Stefania Orini, Andrea Cambieri, Francesco Landi, Graziano Onder, Andrea Russo, Sara Salini, Vincenzo Valentini, Andrea Damiani, Stefano Patarnello, Christian Barillaro:
An Interactive Dashboard for Patient Monitoring and Management: A Support Tool to the Continuity of Care Centre. AIME 2023: 368-372
[c19]
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  - conf/flairs/VallatiOLSGF23
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Mauro Vallati, Stefania Orini, Mariagrazia Lorusso, Mariachiara Savino, Roberto Gatta, Massimiliano Filosto:
On the Comparison of Markov Chains-based Models in Process Mining for Healthcare: A Case Study. FLAIRS 2023
[c18]
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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:
Error-Correcting Methodology for Evaluating Compliance to Clinical Guidelines: A Case Study on Rectal Cancer. ICPM Workshops 2023: 309-320
2022
[j4]
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  - journals/jbi/Munoz-GamaMFJSH22
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Jorge Munoz-Gama, Niels Martin, Carlos Fernández-Llatas, Owen A. Johnson, Marcos Sepúlveda, Emmanuel Helm, Victor Galvez-Yanjari, Eric Rojas, Antonio Martinez-Millana, Davide Aloini, Ilaria Angela Amantea, Robert Andrews, Michael Arias, Iris Beerepoot, Elisabetta Benevento, Andrea Burattin, Daniel Capurro, Josep Carmona, Marco Comuzzi, Benjamin Dalmas, Rene de la Fuente, Chiara Di Francescomarino, Claudio Di Ciccio, Roberto Gatta, Chiara Ghidini, Fernanda Gonzalez-Lopez, Gema Ibáñez-Sánchez, Hilda B. Klasky, Angelina Prima Kurniati, Xixi Lu, Felix Mannhardt, Ronny Mans, Mar Marcos, Renata Medeiros de Carvalho, Marco Pegoraro, Simon K. Poon, Luise Pufahl, Hajo A. Reijers, Simon Remy, Stefanie Rinderle-Ma, Lucia Sacchi, Fernando Seoane, Minseok Song, Alessandro Stefanini, Emilio Sulis, Arthur H. M. ter Hofstede, Pieter J. Toussaint, Vicente Traver, Zoe Valero-Ramon, Inge van de Weerd, Wil M. P. van der Aalst, Rob J. B. Vanwersch, Mathias Weske, Moe Thandar Wynn, Francesca Zerbato:
Process mining for healthcare: Characteristics and challenges. J. Biomed. Informatics 127: 103994 (2022)
[j3]
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Erica Tavazzi, Roberto Gatta, Mauro Vallati, Stefano Cotti Piccinelli, Massimiliano Filosto, Alessandro Padovani, Maurizio Castellano, Barbara Di Camillo:
Leveraging process mining for modeling progression trajectories in amyotrophic lateral sclerosis. BMC Medical Informatics Decis. Mak. 22-S(6): 346 (2022)
2020
[j2]
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  - journals/artmed/MartinWFGGIJMMM20
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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, Jan Vanthienen, Moe Thandar Wynn, David Baltar Boilève, Jochen Bergs, Mieke Joosten-Melis, Stijn Schretlen, Bram B. Van Acker:
Recommendations for enhancing the usability and understandability of process mining in healthcare. Artif. Intell. Medicine 109: 101962 (2020)
[c17]
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  - conf/iccS/GattaVPLTCC20
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Roberto Gatta, Mauro Vallati, Ilenia Pirola, Jacopo Lenkowicz, Luca Tagliaferri, Carlo Cappelli, Maurizio Castellano:
An Empirical Analysis of Predictors for Workload Estimation in Healthcare. ICCS (1) 2020: 304-311
[c16]
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Erica Tavazzi, Camille L. Gerard, Olivier Michielin, Alexandre Wicky, Roberto Gatta, Michel A. Cuendet:
A Process Mining Approach to Statistical Analysis: Application to a Real-World Advanced Melanoma Dataset. ICPM Workshops 2020: 291-304

2010 – 2019

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2019
[j1]
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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:
Towards a modular decision support system for radiomics: A case study on rectal cancer. Artif. Intell. Medicine 96: 145-153 (2019)
[c15]
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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, Alessandro Stefanini, Maurizio Castellano:
Clinical Guidelines: A Crossroad of Many Research Areas. Challenges and Opportunities in Process Mining for Healthcare. Business Process Management Workshops 2019: 545-556
[c14]
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Roberto Gatta, Mauro Vallati, Jacopo Lenkowicz, Carlotta Masciocchi, Francesco Cellini, Luca Boldrini, Carlos Fernández-Llatas, Vincenzo Valentini, Andrea Damiani:
On the Feasibility of Distributed Process Mining in Healthcare. ICCS (5) 2019: 445-452
2018
[c13]
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Antonio Martinez-Millana, Aroa Lizondo, Roberto Gatta, Vicente Traver, Carlos Fernández-Llatas:
Expectations from a Process Mining Dashboard in Operating Rooms with Analytic Hierarchy Process. Business Process Management Workshops 2018: 151-162
[c12]
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Roberto Gatta, Mauro Vallati, Jacopo Lenkowicz, Calogero Casà, Francesco Cellini, Andrea Damiani, Vincenzo Valentini:
A Framework for Event Log Generation and Knowledge Representation for Process Mining in Healthcare. ICTAI 2018: 647-654
2017
[c11]
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Roberto Gatta, Jacopo Lenkowicz, Mauro Vallati, Eric Rojas, Andrea Damiani, Lucia Sacchi, Berardino De Bari, Arianna Dagliati, Carlos Fernández-Llatas, Matteo Montesi, Antonio Marchetti, Maurizio Castellano, Vincenzo Valentini:
pMineR: An Innovative R Library for Performing Process Mining in Medicine. AIME 2017: 351-355
[c10]
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Roberto Gatta, Mauro Vallati, Jacopo Lenkowicz, Eric Rojas, Andrea Damiani, Lucia Sacchi, Berardino De Bari, Arianna Dagliati, Carlos Fernández-Llatas, Matteo Montesi, Antonio Marchetti, Maurizio Castellano, Vincenzo Valentini:
Generating and Comparing Knowledge Graphs of Medical Processes Using pMineR. K-CAP 2017: 36:1-36:4
2016
[c9]
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Roberto Gatta, Mauro Vallati, Carlo Cappelli, Berardino De Bari, Massimo Salvetti, Silvio Finardi, Maria Lorenza Muiesan, Vincenzo Valentini, Maurizio Castellano:
Bridging the Gap between Knowledge Representation and Electronic Health Records. HEALTHINF 2016: 159-165
[c8]
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Nicola Dinapoli, Anna Rita Alitto, Mauro Vallati, Rosa Autorino, Roberto Gatta, Luca Boldrini, Andrea Damiani, Giovanna Mantini, Vincenzo Valentini:
RadioBio data: A Moddicom Module to Predict Tumor Control Probability and Normal Tissue Complication Probability in Radiotherapy. HEALTHINF 2016: 277-281
2015
[c7]
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Andrea Damiani, Mauro Vallati, Roberto Gatta, Nicola Dinapoli, Arthur Jochems, Timo Deist, Johan van Soest, Andre Dekker, Vincenzo Valentini:
Distributed Learning to Protect Privacy in Multi-centric Clinical Studies. AIME 2015: 65-75
[c6]
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Nicola Dinapoli, Anna Rita Alitto, Mauro Vallati, Roberto Gatta, Rosa Autorino, Luca Boldrini, Andrea Damiani, Vincenzo Valentini:
Moddicom: a complete and easily accessible library for prognostic evaluations relying on image features. EMBC 2015: 771-774
[c5]
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Roberto Gatta, Mauro Vallati, Nicola Mazzini, Diane E. Kitchin, Andrea Bonisoli, Alfonso Gerevini, Vincenzo Valentini:
On the Efficient Allocation of Diagnostic Activities in Modern Imaging Departments. EPIA 2015: 103-109
2014
[c4]
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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:
Information Retrieval in Medicine - An Extensive Experimental Study. HEALTHINF 2014: 447-452
[c3]
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Roberto Gatta, Mauro Vallati, Berardino De Bari, Mahmut Ozsahin:
The impact of different training sets on medical documents classification. AI-AM/NetMed@ECAI 2014: 1-5
2013
[c2]
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Mauro Vallati, Berardino De Bari, Roberto Gatta, Michela Buglione, Stefano M. Magrini, Barbara Alicja Jereczek-Fossa, Filippo Bertoni:
Exploiting Machine Learning for Predicting Nodal Status in Prostate Cancer Patients. AIAI 2013: 61-70
[c1]
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Mauro Vallati, Roberto Gatta, Berardino De Bari, Stefano M. Magrini:
Clinical Similarities: An Innovative Approach for Supporting Medical Decisions. MedInfo 2013: 1114

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