{"id":179,"date":"2023-02-10T17:45:14","date_gmt":"2023-02-10T16:45:14","guid":{"rendered":"https:\/\/bsp-meditech.ch\/?page_id=179"},"modified":"2023-09-01T11:16:34","modified_gmt":"2023-09-01T09:16:34","slug":"publications","status":"publish","type":"page","link":"https:\/\/bsp-meditech.ch\/?page_id=179","title":{"rendered":"Publications"},"content":{"rendered":"\n
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Journals<\/h2>\n<\/div>\n\n\n\n
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U-Sleep: resilient to AASM guidelines<\/a><\/p>\n\n\n\n

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npj Digital Medicine 2023<\/em><\/p>\nLuigi Fiorillo, Giuliana Monachino, Julia van der Meer, Marco Pesce, Jan Warncke, Markus H. Schmidt, Claudio L.A. Bassetti, Athina Tzovara, Paolo Favaro, Francesca D. Faraci<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Multi-Scored Sleep Databases: How to Exploit the Multiple-Labels in Automated Sleep Scoring<\/a><\/p>\n\n\n\n

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Sleep, 2023<\/em><\/p>\nLuigi Fiorillo, Davide Pedroncelli, Valentina Agostini, Paolo Favaro, Francesca Dalia Faraci<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Wearables in the home-based assessment of abnormal movements in Parkinson\u2019s disease: a systematic review of the literature<\/a><\/p>\n\n\n\n

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Journal of Neurology, 2022<\/em><\/p>\nStefania Ancona, Francesca D. Faraci, Elina Khatab, Luigi Fiorillo, Oriella Gnarra, Tobias Nef, Claudio L. A. Bassetti & Panagiotis Bargiotas<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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DeepSleepNet-Lite: A Simplified Automatic Sleep Stage Scoring Model With Uncertainty Estimates<\/a><\/p>\n\n\n\n

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IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2021<\/em><\/p>\nLuigi Fiorillo, Paolo Favaro, Francesca D. Faraci<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Addressing bias in big data and AI for health care: A call for open science<\/a><\/p>\n\n\n\n

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Patterns, 2021<\/em><\/p>\nNatalia Norori, Qiyang Hu, Florence M. Aellen, Francesca D. Faraci, Athina Tzovara<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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The SleepFit tablet application for home-based clinical data collection in Parkinson disease: user-centric development and usability study<\/a><\/p>\n\n\n\n

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JMIR Mhealth Uhealth, 2021<\/em><\/p>\nAlessandro Mascheroni, Eun Kyoung Choe, Yuhan Luo, Michele Marazza, Clara Ferlito, Serena Caverzasio, Francesco Mezzanotte, Alain Kaelin-Lang, Francesca D. Faraci, Alessandro Puiatti, Pietro L. Ratti<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Automated sleep scoring: A review of the latest approaches<\/a><\/p>\n\n\n\n

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Sleep Medicine Reviews, 2019<\/em><\/p>\nLuigi Fiorillo, Alessandro Puiatti, Michela Papandrea, Pietro-Luca Ratti, Paolo Favaro, Corinne Roth, Panagiotis Bargiotas, Claudio L. A. Bassetti, Francesca D. Faraci<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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A new prospective, home-based monitoring of motor symptoms in Parkinson\u2019s disease<\/a><\/p>\n\n\n\n

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Journal of Parkinson’s Disease, 2019<\/em><\/p>\nPietro L. Ratti, Francesca D. Faraci, Sandra Hackethal, Alessandro Mascheroni, Clara Ferlito, Serena Caverzasio, Ninfa Amato, Eun Kyoung Choe, Yuhan Luo, Paulo-Edson Nunes-Ferreira, Salvatore Galati, Alessandro Puiatti, Alain Kaelin-Lang<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Using barometric pressure data to recognize vertical displacement activities on smartphones<\/a><\/p>\n\n\n\n

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Computer Communications, 2016<\/em><\/p>\nSalvatore Vanini, Francesca Faraci, Alan Ferrari, Silvia Giordano<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Conferences<\/h2>\n<\/div>\n\n\n\n
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Automatic sleep scoring: The relationship between age and sleep<\/p>\n\n\n\n

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Journal of Sleep Research, 2022<\/em><\/em><\/p>\nGiuliana Monachino, Luigi Fiorillo, Michal Bechny, Julia van der Meer, Athina Tzovara, Francesca D. Faraci<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Towards personalized burnout prevention system: a probabilistic approach for analysis of data from wearable devices with subjective feedback. A preliminary study<\/p>\n\n\n\n

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Journal of Sleep Research, 2022<\/em><\/p>\nMichal Bechny, Radoslava \u0160vihrov\u00e1, Luis G. Arango, Andrea Baldassari, Max Grossenbacher, Yuri Ilchenko, Francesca D. Faraci<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Do sleep homeostasis influence bedtime to morning-on-waking mobility in Parkinson’s disease? A quantitative EEG study<\/a><\/p>\n\n\n\n

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Journal of Sleep Research, 2020<\/em><\/p>\nT. Aumont, P.-E. Nunes-Ferreira, J.-M. Lina, F. D. Faraci, M. Drame, A. Puiatti, A. Kaelin-Lang, J. Carrier, P.-L. Ratti<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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The complex relation between sleep and motor performance in Parkinson’s disease<\/a><\/p>\n\n\n\n

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Journal of Sleep Research, 2020<\/em><\/p>\nM. Lucchini, L. Fiorillo, S. Scafa, C. Roth, A. Vancheri, F. D. Faraci<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Individualized thresholds in sleep spindle detection<\/a><\/p>\n\n\n\n

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Journal of Sleep Research, 2020<\/em><\/p>\nM. Lucchini, L. Fiorillo, S. Scafa, C. Roth, A. Vancheri, F. D. Faraci<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Personalized Sleep Spindle Detection in Whole Night Polysomnography<\/a><\/p>\n\n\n\n

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42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2020<\/em><\/p>\nS. Scafa, L. Fiorillo, M. Lucchini, C. Roth, V. Agostini, A. Vancheri, F. D. Faraci<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Temporal dependency in automatic sleep scoring via deep learning based architectures: An empirical study<\/a><\/p>\n\n\n\n

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42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2020<\/em><\/p>\nL. Fiorillo, M. Wand, I. Marino, P. Favaro, F. D. Faraci<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Sensor data synchronization in a IoT environment for infants motricity measurement<\/a><\/p>\n\n\n\n

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6th EAI International Conference on IoT Technologies for HealthCare (HealthyIoT), 2019<\/em><\/p>\nS. Sguazza, A. Puiatti, S. Bernaschina, F. D. Faraci, G. Ramelli, V. D\u2019Apuzzo, E. Rossini, M. Papandrea<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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AutoPlay: smart games for evolutionary screening under 14 months<\/p>\n\n\n\n

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Swiss Medical Weekly, 2019<\/em><\/p>\nE. Rossini, F. D. Faraci, M. Papandrea, A. Puiatti, S. Bernaschina, G.P. Ramelli<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Improving clinical data collection at patients’ home in Parkinson’s disease: The Sleep Fit app<\/p>\n\n\n\n

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Movement Disorders, 2018<\/em><\/p>\nA. Mascheroni, C. Ferlito, S. Hackethal, S. Caverzasio, E. K. Choe, Y. Luo, F. D. Faraci, A. Kaelin-Lang, A. Puiatti, P. L. Ratti, M. Marazza<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Prospective, home-based assessment of motor symptoms in Parkinson’s disease by mean of the Sleep Fit app: A potential new clinical approach<\/p>\n\n\n\n

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Movement Disorders, 2018<\/em><\/em><\/p>\nP. L. Ratti, F. D. Faraci, A. Mascheroni, S. Hackethal, C. Ferlito, S. Caverzasio, E. K. Choe, Y. Luo, P. E. Ferreira, A. Puiatti, A. Kaelin-Lang<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Prospective, home-based assessment of subjective sleep quality in Parkinson’s disease<\/p>\n\n\n\n

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Journal of Sleep Research, 2018<\/em><\/p>\nP. L. Ratti, F. D. Faraci, A. Mascheroni, S. Hackethal, C. Ferlito, S. Caverzasio, E. K. Choe, Y. Luo, P. E. Ferreira, A. Puiatti, A. Kaelin-Lang<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Sleep fit: a new app to assess sleep symptoms in Parkinson’s disease<\/p>\n\n\n\n

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Journal of Sleep Research, 2018<\/em><\/p>\nA. Mascheroni, C. Ferlito, S. Hackethal, S. Caverzasio, E. K. Choe, Y. Luo, M. Marazza, A. Kaelin-Lang, F. D. Faraci, A. Puiatti, P. L. Ratti<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Autoplay: a smart toys-kit for an objective analysis of children ludic behavior and development<\/a><\/p>\n\n\n\n

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IEEE International Symposium on Medical Measurements and Applications (MeMeA), 2018<\/em><\/p>\nF. D. Faraci, M. Papandrea, A. Puiatti, S. Agustoni, S. Giulivi, V. D\u2019Apuzzo, S. Giordano, F. Righi, O. Barberis, E. Thommen, E. Rossini<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Bedtime to morning variation of mobility after nocturnal sleep in Parkinson’s disease<\/p>\n\n\n\n

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Sleep Medicine, 2017<\/em><\/p>\nP. L. Ratti, F. D. Faraci, S. Hackethal, M. Pereno, C. Ferlito, A. Mascheroni, S. Caverzasio, S. Bonoli, L. Guglielmetti, N. Amato, A. Puiatti, A. Kaelin-Lang<\/cite><\/blockquote>\n<\/div>\n\n\n\n

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Theses<\/strong><\/h2>\n<\/div>\n\n\n\n
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PhD<\/strong><\/h3>\n\n\n\n
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  • Automatic sleep scoring, deep learning and physician supervision<\/em>. <\/mark><\/strong>Universit\u00e4t Bern, 2022. Luigi Fiorillo, Paolo Favaro, Francesca D. Faraci. <\/mark><\/li>\n<\/ul>\n<\/div>\n\n\n\n
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    MSc<\/strong><\/h3>\n\n\n\n
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    • A comparative analysis between standard polysomnographic data and in-ear-EEG signals<\/strong><\/em>. <\/strong>Politecnico di Torino, 2023. Gianpaolo Palo, Valentina Agostini, Francesca D. Faraci, Luigi Fiorillo.<\/li>\n\n\n\n
    • Evaluation of synthetic ECG signals generated with a Generative Adversarial Network<\/em>. <\/strong>Politecnico di Torino, 2023. Michele Marino, Valentina Agostini, Francesca D. Faraci, Beatrice Zanchi, Giuliana Monachino.<\/li>\n\n\n\n
    • ECG signal denoising for wearable devices <\/em>. <\/strong>Politecnico di Torino, 2023. Andrea Ravera, Valentina Agostini, Francesca D. Faraci, Giuliana Monachino.<\/li>\n\n\n\n
    • Uncertainty quantification in biomedical Deep Learning models<\/em>. <\/strong>Politecnico di Torino, 2022. Giulio Quaglia, Valentina Agostini, Francesca D. Faraci, Michal Bechny.<\/li>\n\n\n\n
    • Brugada syndrome identification based on P-wave characteristics: a Machine Learning approach<\/em>. <\/strong>Politecnico di Torino, 2021. Beatrice Zanchi, Valentina Agostini, Francesca D. Faraci.<\/li>\n\n\n\n
    • Automatic sleep staging with multi-scored datasets via deep learning<\/em>. <\/strong>Politecnico di Torino, 2021. Davide Pedroncelli, Giuliana Monachino, Valentina Agostini, Francesca D. Faraci, Luigi Fiorillo.<\/li>\n\n\n\n
    • Clustering sleep EEG recordings to improve the automated sleep scoring procedure<\/em>. <\/strong>Politecnico di Torino, 2020. Giuliana Monachino, Valentina Agostini, Francesca D. Faraci, Luigi Fiorillo.<\/li>\n\n\n\n
    • Machine learning algorithms applied to polysomnographic data for sleep diseases analysis. <\/em><\/strong>Politecnico di Milano, 2020. Alessia Buonaugurio, Sergio Cerutti, Luigi Fiorillo, Francesca D. Faraci.<\/li>\n\n\n\n
    • Development of customized algorithms for image analysis to monitor dry eye syndrome<\/strong><\/em>. <\/em><\/strong>Politecnico di Milano, 2020. Raffaele Spiezia, Anna Maria Bianchi, Francesca D. Faraci.<\/li>\n\n\n\n
    • Interactive transfer learning for automated sleep scoring optimization<\/em>. <\/strong>Politecnico di Milano, 2020. Italo Marino, Anna Maria Bianchi, Luigi Fiorillo, Francesca D. Faraci.<\/li>\n\n\n\n
    • Personalized sleep spindle detection in night polysomnography<\/em>. <\/strong>Politecnico di Torino, 2020. Stefano Scafa, Valentina Agostini, Luigi Fiorillo, Francesca D. Faraci.<\/li>\n<\/ul>\n<\/div>\n\n\n\n
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      BSc<\/strong><\/h3>\n\n\n\n
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      • Graphical tool for the analysis of sleep parameters from multiple databases.<\/strong><\/em> Scuola Universitaria Professionale della Svizzera Italiana, 2022. Stefano Beccarini, Giuliana Monachino, Francesca D. Faraci.<\/li>\n\n\n\n
      • Automatic Sleep Staging via Deep Learning<\/em>. <\/strong>Scuola Universitaria Professionale della Svizzera Italiana, 2021. Francesco Moro, Giuliana Monachino, Luigi Fiorillo, Francesca D. Faraci.<\/li>\n\n\n\n
      • Fuzzy Diagnosis Support for Parkinson and Sleep Disorders<\/strong><\/em>. <\/strong>Scuola Universitaria Professionale della Svizzera Italiana, 2021. Andrea Vietti, Alberto Vancheri, Francesca D. Faraci.<\/li>\n\n\n\n
      • Bio-Fingerprinting applied to polysomnography<\/em>. <\/strong>Scuola Universitaria Professionale della Svizzera Italiana, 2019. Marta Lucchini, Luigi Fiorillo, Francesca D. Faraci.<\/li>\n\n\n\n
      • Web based graph library<\/em>. <\/strong>Scuola Universitaria Professionale della Svizzera Italiana, 2019. Olmo Barberis, Francesca D. Faraci, Nicola Rizzo.<\/li>\n\n\n\n
      • Playing with data analytics<\/em>. <\/strong>Scuola Universitaria Professionale della Svizzera Italiana, 2019. Manjali Manjali, Michela Papandrea, Emmanuelle Rossini, Francesca D. Faraci.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

        Preprint Research Square, 2022
        U-Sleep: resilient to AASM guidelines Preprint Research Square, 2022 Luigi Fiorillo,\u00a0Giuliana Monachino,\u00a0Julia van der Meer,\u00a0Marco Pesce,\u00a0Jan Warncke,\u00a0Markus H. Schmidt,\u00a0Claudio L.A. Bassetti,\u00a0Athina Tzovara,\u00a0Paolo Favaro,\u00a0Francesca D. Faraci <\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-179","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/bsp-meditech.ch\/index.php?rest_route=\/wp\/v2\/pages\/179","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bsp-meditech.ch\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/bsp-meditech.ch\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/bsp-meditech.ch\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/bsp-meditech.ch\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=179"}],"version-history":[{"count":74,"href":"https:\/\/bsp-meditech.ch\/index.php?rest_route=\/wp\/v2\/pages\/179\/revisions"}],"predecessor-version":[{"id":785,"href":"https:\/\/bsp-meditech.ch\/index.php?rest_route=\/wp\/v2\/pages\/179\/revisions\/785"}],"wp:attachment":[{"href":"https:\/\/bsp-meditech.ch\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=179"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}