Recent publications
Article
González-Zelaya, V, Salas, J, Megías, D & Missier, P 2024, 'Fair and Private Data Preprocessing through Microaggregation', ACM Transactions on Knowledge Discovery from Data, vol. 18, no. 3, 49. https://doi.org/10.1145/3617377
McTeer, M, Henderson, R, Anstee, QM & Missier, P 2024, 'Handling Overlapping Asymmetric Data Sets—A Twice Penalized P-Spline Approach', Mathematics, vol. 12, no. 5, 777. https://doi.org/10.3390/math12050777
The ADMISSION Research Collaborative, Lewis, J, Evison, F, Doal, R, Field, J, Gallier, S, Harris, S, le Roux, P, Osman, M, Plummer, C, Sapey, E, Singer, M, Sayer, AA & Witham, MD 2024, 'How far back do we need to look to capture diagnoses in electronic health records? A retrospective observational study of hospital electronic health record data', BMJ open, vol. 14, no. 2, e080678. https://doi.org/10.1136/bmjopen-2023-080678
LITMUS Consortium Investigators, McTeer, M, Applegate, D, Mesenbrink, P, Ratziu, V, Schattenberg, JM, Bugianesi, E, Geier, A, Romero-Gomez, M, Dufour, J-F, Ekstedt, M, Francque, S, Yki-järvinen, H, Allison, M, Valenti, L, Miele, L, Pavlides, M, Cobbold, J, Papatheodoridis, G, Holleboom, AG, Tiniakos, D, Brass, C, Anstee, QM & Missier, P 2024, 'Machine learning approaches to enhance diagnosis and staging of patients with MASLD using routinely available clinical information', PLOS One, vol. 19, no. 2, e0299487. https://doi.org/10.1371/journal.pone.0299487
Chapman, A, Lauro, L, Missier, P & Torlone, R 2024, 'Supporting Better Insights of Data Science Pipelines with Fine-grained Provenance', ACM Trans. Database Syst. https://doi.org/10.1145/3644385
Motta, F, Milic, J, Gozzi, L, Belli, M, Sighinolfi, L, Cuomo, G, Carli, F, Dolci, G, Iadisernia, V, Burastero, G, Mussini, C, Missier, P, Mandreoli, F & Guaraldi, G 2023, 'A Machine Learning Approach to Predict Weight Change in ART-Experienced People Living with HIV', Journal of Acquired Immune Deficiency Syndromes, vol. 94, no. 5, pp. 474-481. https://doi.org/10.1097/QAI.0000000000003302
Shao, S, Guan, Y, Zhai, B, Missier, P & Plötz, T 2023, 'ConvBoost: Boosting ConvNets for Sensor-based Activity Recognition', Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, vol. 7, no. 2, 75. https://doi.org/10.1145/3596234
Eto, F, Samuel, M, Henkin, R, Mahesh, M, Ahmad, T, Angdembe, A, Hamish McAllister-Williams, R, Missier, P, Reynolds, NJ, Barnes, MR, Hull, S, Finer, S & Mathur, R 2023, 'Ethnic differences in early onset multimorbidity and associations with health service use, long-term prescribing, years of life lost, and mortality: A cross-sectional study using clustering in the UK Clinical Practice Research Datalink', PLoS Medicine, vol. 20, no. 10, e1004300. https://doi.org/10.1371/journal.pmed.1004300
Evison, F, Cooper, R, Gallier, S, Missier, P, Sayer, AA, Sapey, E & Witham, MD 2023, 'Mapping inpatient care pathways for patients with COPD: an observational study using routinely collected electronic hospital record data', ERJ Open Research, vol. 9, no. 5, 00110-2023. https://doi.org/10.1183/23120541.00110-2023
Conference article
Calvanese, D, Ferro, N, Diamantini, C, Silvello, G, Marchesin, S, Tanca, L, Atzori, M, Bartolini, I, Bellomarini, L, Buccafurri, F, Cabibbo, L, Calí, A, Caruccio, L, Ceci, M, Chiusano, S, Ciaccia, P, Corradini, E, Crescenzi, V, Di Noia, T, Faggioli, G, Fazzinga, B, Ferrara, A, Ferrari, E, Firmani, D, Garza, P, Golfarelli, M, Guerrini, G, Gullo, F, Guzzi, PH, Lanti, D, Leotta, F, Manco, G, Mandreoli, F, Masciari, E, Maurino, A, Melchiori, M, Mircoli, A, Missier, P, Molinaro, C, Montanelli, S, Moscato, V, Papotti, P, Pensa, RG, Piantella, D, Pugliese, A, Quintarelli, E, Renso, C, Rinzivillo, S, Sartiani, C, Savo, DF, Simonini, G, Storti, E, Tagarelli, A, Amato, F, Baralis, E, Castano, S, Catania, B, De Antonellis, V, Greco, S, Lembo, D, Camporese, A, Giachelle, F, Irrera, O, Leoncini, D, Menotti, L, Pasin, A & Quaggio, E 2023, 'Preface of the 31st Italian Symposium on Advanced Database Systems', CEUR Workshop Proceedings, vol. 3478, pp. i-iv. <https://ceur-ws.org/Vol-3478/preface.pdf>
Conference contribution
Calero-Diaz, H, Hamad, RA, Atallah, C, Casement, J, Canoy, D, Reynolds, NJ, Barnes, MR & Missier, P 2024, Interpretable and robust hospital readmission predictions from Electronic Health Records. in J He, T Palpanas, X Hu, A Cuzzocrea, D Dou, D Slezak, W Wang, A Gruca, JC-W Lin & R Agrawal (eds), 2023 IEEE International Conference on Big Data (BigData). IEEE International Conference on Big Data, Institute of Electrical and Electronics Engineers (IEEE), pp. 3679-3687, 2023 IEEE International Conference on Big Data, BigData 2023, Sorrento, Italy, 15/12/23. https://doi.org/10.1109/BigData59044.2023.10386820
Shan, S, Guan, Y, Guan, X, Missier, P & Plotz, T 2023, On Training Strategies for LSTMs in Sensor-Based Human Activity Recognition. in 2023 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2023. IEEE Annual Conference on Pervasive Computing and Communications Workshops (PerCom), Institute of Electrical and Electronics Engineers (IEEE), pp. 653-658, 2023 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2023, Atlanta, United States, 13/03/23. https://doi.org/10.1109/PerComWorkshops56833.2023.10150305
González-Zelaya, V, Salas, J, Prangle, D & Missier, P 2023, Preprocessing Matters: Automated Pipeline Selection for Fair Classification. in V Torra & Y Narukawa (eds), Modeling Decisions for Artificial Intelligence - 20th International Conference, MDAI 2023, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 13890 LNCS, Springer, pp. 202-213, 20th International Conference on Modeling Decisions for Artificial Intelligence, MDAI 2023, Umeå, Sweden, 19/06/23. https://doi.org/10.1007/978-3-031-33498-6_14
Kremer, R, Raza, SM, Eto, F, Casement, J, Atallah, C, Finer, S, Lendrem, D, Barnes, M, Reynolds, NJ & Missier, P 2023, Tracking trajectories of multiple long-term conditions using dynamic patient-cluster associations. in S Tsumoto, Y Ohsawa, L Chen, D Van den Poel, X Hu, Y Motomura, T Takagi, L Wu, Y Xie, A Abe & V Raghavan (eds), 2022 IEEE International Conference on Big Data. Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022, Institute of Electrical and Electronics Engineers (IEEE), pp. 4390-4399, 2022 IEEE International Conference on Big Data, Big Data 2022, Osaka, Japan, 17/12/22. https://doi.org/10.1109/BigData55660.2022.10021034
Editorial
Witham, MD, Cooper, R, Missier, P, Robinson, SM, Sapey, E & Sayer, AA 2023, 'Researching multimorbidity in hospital: can we deliver on the promise of health informatics?', European Geriatric Medicine, vol. 14, no. 4, pp. 765-768. https://doi.org/10.1007/s41999-023-00753-6
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