2024
Maria Chiara Malaguti, Lorenzo Gios, Bruno Giometto, Chiara Longo, Marianna Riello, Donatella Ottaviani, Maria Pellegrini, Raffaella Di Giacopo, Davide Donner, Umberto Rozzanigo, Marco Chierici, Monica Moroni, Giuseppe Jurman, Giorgia Bincoletto, Matteo Pardini, Ruggero Bacchin, Flavio Nobili, Francesca Di Biasio, Laura Avanzino, Roberta Marchese, Paola Mandich, Sara Garbarino, Mattia Pagano, Cristina Campi, Michele Piana, Manuela Marenco, Antonio Uccelli, Venet Osmani, "Artificial intelligence of imaging and clinical neurological data for predictive, preventive and personalized (P3) medicine for Parkinson Disease: the NeuroArtP3 protocol for a multi-center research study" PLoS ONE 19(3): e0300127, doi:10.1371/journal.pone.0300127, 2024 (pdf)
Wenrui Fan, Mohammod Naimul Islam Suvon, Shuo Zhou, Xianyuan Liu, Samer Alabed, Venet Osmani, Andrew Swift, Chen Chen, Haiping Lu, "MeDSLIP: Medical Dual-Stream Language-Image Pre-training for Fine-grained Alignment", doi:10.48550/arXiv.2403.10635, 2024 (pdf)
Mohammod N. I. Suvon, Prasun C. Tripathi, Wenrui Fan, Shuo Zhou, Xianyuan Liu, Samer Alabed, Venet Osmani, Andrew J. Swift, Chen Chen, Haiping Lu, "Multimodal Variational Autoencoder for Low-cost Cardiac Hemodynamics Instability Detection", doi:10.48550/arXiv.2403.13658, 2024 (pdf)
Marianna Riello, Manuela Buganza, Raffaella Di Giacopo, Venet Osmani, Marco Chierici, Monica Moroni, Giuseppe Jurman, Lorenzo Gios, Matteo Pardini, Federico Massa, Cristina Campi, Michele Piana, Sara Garbarino, Manuela Marenco, Antonio Uccelli, Bruno Giometto, "Neuropsychological and Clinical Variables Associated with Cognitive Trajectories in Patients with Alzheimer's Disease", Global Neuropsychology Congress 2024 (pdf)
2023
Nicolo Micheletti, Raffaele Marchesi, Nicholas I-Hsien Kuo, Sebastiano Barbieri, Giuseppe Jurman, Venet Osmani, "Generative AI Mitigates Representation Bias Using Synthetic Health Data" medRxiv, doi:10.1101/2023.09.26.23296163 , 2023 (pdf)
Seyedmostafa Sheikhalishahi, Anirban Bhattacharyya, Leo Anthony Celi, Venet Osmani, "An Interpretable Deep Learning Model for Time-Series Electronic Health Records: Case Study of Delirium Prediction in Critical Care", Elsevier's Artificial Intelligence in Medicine Journal, doi:10.1016/j.artmed.2023.102659, 2023 (pdf)
Behrooz Mamandipoor, Sarah Wernly, Georg Semmler, Maria Flamm, Christian Jung, Elmar Aigner, Christian Datz, Bernhard Wernly, Venet Osmani, "Machine Learning Models predict liver steatosis but not liver fibrosis in a prospective cohort study", Clinics and Research in Hepatology and Gastroenterology Journal, doi:10.1016/j.clinre.2023.102181, 2023 (pdf)
Andreas Kokofer, Behrooz Mamandipoor, Maria Flamm, Richard Rezar, Sarah Wernly, Christian Datz, Christian Jung, Venet Osmani, Bernhard Wernly, Raphael Romano Bruno, "The impact of ethnic background on ICU care and outcome in sepsis and septic shock. A retrospective multicenter analysis on 17,949 patients" BMC Infectious Diseases Journal, doi:10.1186/s12879-023-08170-7, 2023 (pdf)
Bojana Velichkovska, Hristijan Gjoreski, Daniel Denkovski, Marija Kalendar, Irene Dankwa Mullan, Judy Wawira Gichoya, Nicole Martinez, Leo Anthony Celi, Venet Osmani, "AI learns racial information from the values of vital signs", medRxiv, doi:10.1101/2023.12.11.23299819, 2023 (preprint, pdf)
2022
Raffaele Marchesi, Nicolo Micheletti, Giuseppe Jurman, Venet Osmani, "Mitigating Health Data Poverty: Generative Approaches versus Resampling for Time-series Clinical Data" NeurIPS 2022 SyntheticData4ML Workshop (Best Paper award), 2022 (OpenReview, pdf)
Anirban Bhattacharyya, Seyedmostafa Sheikhalishahi, Heather Torbic, Wesley Yeung, Tiffany Wang, Jennifer Birst, Abhijit Duggal, Leo Anthony Celi, Venet Osmani, "Delirium prediction in the ICU: designing a screening tool for preventive interventions", Journal of the American Medical Informatics Association (JAMIA Open), doi:10.1093/jamiaopen/ooac048, 2022 (pdf, supplement)
Behrooz Mamandipoor, Raphael Romano Bruno, Bernhard Wernly, Georg Wolff, Jesper Fjølner, Antonio Artigas, Bernardo Bollen Pinto, Joerg C. Schefold, Malte Kelm, Michael Beil, Sviri Sigal, Susannah Leaver, Dylan W. De Lange, Bertrand Guidet, Hans Flaatten, Wojciech Szczeklik, Christian Jung, Venet Osmani, "COVID-19 machine learning model predicts outcomes in older patients from various European countries, between pandemic waves and in a cohort of Asian, African, and American patients", PLOS Digital Health Journal, doi:10.1371/journal.pdig.0000136, 2022 (pdf)
Bojana Velichkovska, Hristijan Gjoreski, Daniel Denkovski, Marija Kalendar, Behrooz Mamandipoor, Leo Anthony Celi, Venet Osmani, "Vital signs as a source of racial bias" medRxiv, doi:10.1101/2022.02.03.22270291, 2022 (pdf)
Marco Chierici, Nicolae Puica, Matteo Pozzi, Antonello Capistrano, Marcello Dorian Donzella, Antonio Colangelo, Venet Osmani and Giuseppe Jurman, "Automatically detecting Crohn's disease and Ulcerative Colitis from endoscopic imaging", BMC Medical Informatics and Decision Making, doi:10.1186/s12911-022-02043-w, 2022 (pdf)
Sergio Munoz, Carlos A. Iglesias, Oscar Mayora, Venet Osmani, "Prediction of Stress Levels in the Workplace Using Surrounding Stress", Elsevier Information Processing and Management Journal, Volume 59, Issue 6, doi:10.1016/j.ipm.2022.103064, 2022 (pdf)
Andre M. Carrington, Douglas G. Manuel, Paul W. Fieguth, Tim Ramsay, Venet Osmani, Bernhard Wernly, Carol Bennett, Steven Hawken, Olivia Magwood, Yusuf Sheikh, Matthew McInnes, Andreas Holzinger, "Deep ROC Analysis and AUC as Balanced Average Accuracy, for Improved Classifier Selection, Audit and Explanation" IEEE Transactions on Pattern Analysis and Machine Intelligence, doi:10.1109/TPAMI.2022.3145392, 2022 (pdf)
Christian Jung, Behrooz Mamandipoor, Jesper Fjølner, Raphael Romano Bruno, Bernhard Wernly, Antonio Artigas, Bernardo Bollen Pinto, Joerg C. Schefold, Georg Wolff, Malte Kelm, Michael Beil, Sigal Sviri, Peter Vernon van Heerden, Wojciech Szczeklik, Miroslaw Czuczwar, Muhammed Elhadi, Michael Joannidis, Sandra Oeyen, Tilemachos Zafeiridis, Brian Marsh, Finn H. Andersen, Rui Moreno, Maurizio Cecconi, Susannah Leaver, Dylan W. De Lange, Bertrand Guidet, Hans Flaatten, Venet Osmani, "Disease-course adapting machine learning prognostication models in critically ill elderly COVID-19 patients: a multi-centre cohort study with external validation" JMIR Journal of Medical Informatics, doi:10.2196/32949, PMID: 35099394, 2022 (pdf)
Richard Rezar, Behrooz Mamandipoor, Clemens Seelmaier, Christian Jung, Michael Lichtenauer, Uta C. Hoppe, Reinhard Kaufmann, Venet Osmani, Bernhard Wernly, "Hyperlactatemia and altered lactate kinetics are associated with excess mortality in sepsis", Wiener Klinische Wochenschrift, The Central European Journal of Medicine, doi:10.1007/s00508-022-02130-y, 2022 (pdf)
Christian Jung, Richard Rezar, Behrooz Mamandipoor, Clemens Seelmaier, Thomas K. Felder, Michael Lichtenauer, Sarah Wernly, Samanta M. Zwaag, Dylan W. Lange, Bernhard Wernly, Venet Osmani, "Management of Intoxicated Patients – An Outcome Analysis of 4,267 ICU Patients" BMC Emergency Medicine, doi:10.1186/s12873-022-00602-y, 2022 (pdf)
Marianna Riello et al., "Harmonization of neuropsychological data in the multicenter Italian study NeuroArtP3 - artificial intelligence of clinical neurological data for predictive, preventive and personalized medicine", National Congress of the Italian Society of Neuropsychology (Congresso Nazionale della Società Italiana di Neuropsicologia) SINP 2022 (pdf)
Daniel Dankl, Richard Rezar, Behrooz Mamandipoor, Zhichao Zhou, Sarah Wernly, Bernhard Wernly, Venet Osmani, "Red Cell Distribution Width is independently associated with Mortality in Sepsis", Medical Principles and Practice Journal, doi:10.1159/000522261, 2022 (pdf)
2021
Georg Semmler, Sarah Wernly, Bernhard Wernly, Behrooz Mamandipoor, Sebastian Bachmayer, Lorenz Semmler, Elmar Aigner, Christian Datz, Venet Osmani, "Machine Learning Models Cannot Replace Screening Colonoscopy for the Prediction of Advanced Colorectal Adenoma" Journal of Personalized Medicine, 11(10), 981, doi:10.3390/jpm11100981, 2021 (pdf)
Nicolae Puica, Marco Chierici, Antonello Capistrano, Marcello Dorian Donzella, Antonio Colangelo, Venet Osmani, Giuseppe Jurman "Predictive modeling for Inflammatory Bowel Disease detection from endoscopic imaging" Proceedings of the 17th Computational Intelligence Methods for Bioinformatics and Biostatistics Conference (CIBB), 2021 (pdf)
Behrooz Mamandipoor, Wesley Yeung, Louis Agha-Mir-Salim, David J. Stone, Venet Osmani, Leo Anthony Celi, "Prediction of blood lactate values in critically ill patients: a retrospective multi-center cohort study", Journal of Clinical Monitoring and Computing, DOI: 10.1007/s10877-021-00739-4, PMID: 34224051, 2021 (pdf)
Bojana Velichkovska, Hristijan Gjoreski, Daniel Denkovski, Marija Kalendar, Leo Anthony Celi, Venet Osmani, "Investigating Presence of Ethnoracial Bias in Clinical Data using Machine Learning" medRxiv 2021.09.01.21262949; doi: 10.1101/2021.09.01.21262949 (pdf)
Raphael R. Bruno, Berhard Wernly, Behrooz Mamandipoor, Richard Rezar, Stephan Binnebössel, Philipp H. Baldia, Georg Wolff, Malte Kelm, Bertrand Guidet, Dylan W. De Lange, Daniel Dankl, Andreas Koköfer, Thomas Danninger, Wojciech Szczeklik, Sviri Sigal, Peter V. van Heerden, Michael Beil, Jesper Fjølner, Susannah Leaver, Hans K. Flaatten, Venet Osmani, Christian Jung, "ICU-mortality in old and very old patients suffering from sepsis and septic shock" Frontiers in Medicine Journal, doi: 10.3389/fmed.2021.697884, 2021 (pdf)
Behrooz Mamandipoor, Fernando Frutos-Vivar, Oscar Peñuelas, Richard Rezar, Konstantinos Raymondos, Alfonso Muriel, Bin Du, Arnaud W. Thille, Fernando Ríos, Marco González, Lorenzo del-Sorbo, Maria del Carmen Marín, Bruno Valle Pinheiro, Marco Antonio Soares, Nicolas Nin, Salvatore M. Maggiore, Andrew Bersten, Malte Kelm, Raphael Romano Bruno, Pravin Amin, Nahit Cakar, Gee Young Suh, Fekri Abroug, Manuel Jibaja, Dimitros Matamis, Amine Ali Zeggwagh, Yuda Sutherasan, Antonio Anzueto, Bernhard Wernly, Andrés Esteban, Christian Jung, Venet Osmani, "Machine learning predicts mortality based on analysis of ventilation parameters of critically ill patients: multi-centre validation" BMC Medical Informatics and Decision Making Journal, PMID: 33962603 DOI: 10.1186/s12911-021-01506-w , 2021 (pdf)
Andre M. Carrington, Douglas G. Manuel, Paul W. Fieguth, Tim Ramsay, Venet Osmani, Bernhard Wernly, Carol Bennett, Steven Hawken, Matthew McInnes, Olivia Magwood, Yusuf Sheikh, Andreas Holzinger "Deep ROC Analysis and AUC as Balanced Average Accuracy to Improve Model Selection, Understanding and Interpretation" arXiv:2103.11357 , 2021 (pdf) (website)
Christine Nardini, Venet Osmani, Paola Giulia Cormio, Andrea Frosini, Mauro Turrini, Christos Lionis, Thomas Neumuth, Elio Borgonovi, Gianni D’Errico "The evolution of personalised healthcare and the pivotal role of European regions in its implementation" Personalized Medicine Journal, doi:10.2217/pme-2020-0115, 2021 (pdf)
Bernhard Wernly, Raphael Romano Bruno, Fernando Frutos-Vivar, Oscar Peñuelas, Richard Rezar, Konstantinos Raymondos, Alfonso Muriel, Bin Du, Arnaud W Thille, Fernando Ríos, Marco González, Lorenzo del-Sorbo, Maria del Carmen Marín, Bruno Valle Pinheiro, Marco Antonio Soares, Nicolas Nin, Salvatore M Maggiore, Andrew Bersten, Malte Kelm, Pravin Amin, Nahit Cakar, Gee Young Suh, Fekri Abroug, Manuel Jibaja, Dimitros Matamis, Amine Ali Zeggwagh, Yuda Sutherasan, Bertrand Guidet, Dylan W De Lange, Michael Beil, Sigal Svri, Vernon van Heerden, Hans Flaatten, Antonio Anzueto, Venet Osmani, Andrés Esteban, Christian Jung "Propensity-Adjusted Comparison of Mortality of Elderly Versus Very Elderly Ventilated Patients" Respiratory Care, the Journal of the American Association for Respiratory Care, doi: 10.4187/respcare.08547 , PubMed ID: 33653910, 2021
Junos Lukan, Larissa Bolliger, Els Clays, Oscar Mayora, Venet Osmani, Mitja Lustrek "Participants’ Experience and Adherence in Repeated Measurement Studies Among Office-Based Workers" Adjunct Proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2021 ACM International Symposium on Wearable Computers (UbiComp '21), doi:10.1145/3460418.3479367, 2021 (pdf)
Gios et al. "Using eHealth platforms and Apps to support monitoring and management of home-quarantined COVID-19 patients. Insights from the experience of the Province of Trento, Italy" JMIR Formative Research, doi:10.2196/25713 , PMID: 33909586, 2021 (pdf)
Thomas Danninger, Richard Rezar, Behrooz Mamandipoor, Daniel Dankl, Andreas Koköfer, Christian Jung, Bernhard Wernly, Venet Osmani "Underweight but not overweight is associated with excess mortality in septic ICU patients" Wiener Klinische Wochenschrift, The Central European Journal of Medicine, doi:10.1007/s00508-021-01912-0, 2021 (pdf)
Georg Semmler, Sarah Wernly, Bernhard Wernly, Behrooz Mamandipoor, Sebastian Bachmayer, Lorenz Semmler, Elmar Aigner, Christian Datz, Venet Osmani "Gastroenterologist against the machine - opportunities and limitations of machine learning models for prediction of advanced adenoma" Z Gastroenterol 59(08): e342-e343, DOI: 10.1055/s-0041-1734270, 2021
Schwaiger P, Danninger T, Rezar R, Mamandipoor B, Dankl D, Kokoefer A, Jung C, Osmani V, Wernly B. "Underweight as a Mortality Risk in Patients with Sepsis" The Central European Journal of Medicine. Vol. 133, S40-S41, 2021
Wernly, B., et al. "Intensive Care Treatment of elderly and very old Female Patients with Sepsis and septic Shock: An Analysis from the multicenter e-ICU Database", The Central European Journal of Medicine. Vol. 133, S94-S95, 2021
2020
Aleksandr Talitckii, Anna Anikina, Ekaterina Kovalenko, Oscar Mayora, Venet Osmani, Olga Zimniakova, Maxim Semenov, Ekaterina Bril, Dmitry Dylov, Andrey Somov "Data-Driven Analysis of Parkinson's Disease and its Detection at an Early Stage" ACM proceedings of the International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth '20), doi:10.1145/3421937.3421953, 2020 (pdf)
Raphael Romano Bruno, Bernhard Wernly, Stephan Binneboessel, Philipp Baldia, Dragos Andrei Duse, Ralf Erkens, Malte Kelm, Behrooz Mamandipoor, Venet Osmani, Christian Jung "Failure of Lactate Clearance Predicts the Outcome of Critically Ill Septic Patients" Diagnostics Journal, 10(12):1105. doi:10.3390/diagnostics10121105, PMID: 33352862, 2020 (pdf)
Bernhard Wernly, Behrooz Mamandipoor, Philipp Baldia, Christian Jung, Venet Osmani "Machine learning predicts mortality in septic patients using only routinely available ABG variables: a multi-centre evaluation" International Journal of Medical Informatics, doi:10.1016/j.ijmedinf.2020.104312, PMID: 33126059, 2020 (pdf)
Bernhard Wernly, Raphael Romano Bruno, Behrooz Mamandipoor, Christian Jung, Venet Osmani "Sex-specific outcomes and management in critically ill septic patients" European Journal of Internal Medicine, doi:10.1016/j.ejim.2020.10.009, PMID: 33059966, 2020 (pdf)
Seyedmostafa Sheikhalishahi, Vevake Balaraman, Venet Osmani "Benchmarking machine learning models on multi-centre eICU critical care dataset" PLOS ONE, doi:10.1371/journal.pone.0235424, 2020 (pdf)
Anirban Bhattacharyya, Seyedmostafa Sheikhalishahi, Siddharth Dugar, Sudhir Krishnan, Abhijit Duggal, Venet Osmani "Predicting delirium risk for the following 24 hours in critically ill patients using deep learning" Journal of Critical Care Medicine, vol. 48, issue 1, pp.182, 10.1097/01.ccm.0000619952.70488.fb, 2020 (pdf)
Behrooz Mamandipoor, Mahshid Majd, Monica Moz, Venet Osmani "Blood Lactate Concentration Prediction in Critical Care" 30th Medical Informatics Europe Conference (MIE), European Federation of Medical Informatics, Geneva, Switzerland, doi:10.3233/SHTI200125, PMID: 32570349, 2020 (pdf)
Alban Maxhuni, Pablo Hernandez-Leal, Eduardo F. Morales, Enrique Sucar, Venet Osmani, Oscar Mayora, "Unobtrusive Stress Assessment Using Smartphones", IEEE Transactions on Mobile Computing, 10.1109/TMC.2020.2974834, 2020 (pdf)
Behrooz Mamandipoor, Mahshid Majd, Seyedmostafa Sheikhalishahi, Claudio Modena, Venet Osmani "Monitoring and Detecting Faults in Wastewater Treatment Plants using Deep Learning" Journal of Environmental Monitoring and Assessment, 10.1007/s10661-020-8064-1, PMID: 31997006, 2020 (pdf)
Mirjana Kujundžić Tiljak, Marijan Klarica, Željko Reiner, Ana Borovečki, George Vradenburg, Branimir Anić, Zoran Đogaš, Dinko Mitrečić, Irena Martinović Klarić, Dagmar Radin, Ilaria Bellantuono, Monica DiLuca, Dan Ehninger, Miloš Judaš, Agnieszka Olszewska Guizzo, John E. Vena, Julia Wadoux, David Mendes, Gerda Neyer, Venet Osmani, Boris Brkljačić, Davor Ježek, Ratko Magjarević, Stjepan Orešković, Zdravka Poljaković, Tomislav Rukavina, Sven Seiwerth, Josep Figueras, John Middleton, "Policy Paper on Healthy Ageing" The Journal of the Croatian Medical Association (Liječnički vjesnik), Vol. 142 No. supp.1, doi:10.26800/LV-142-Suppl1-6, 2020 (pdf)
2019
Behrooz Mamandipoor, Mahshid Majd, Monica Moz, Venet Osmani "Blood lactate concentration prediction in critical care patients: handling missing values" preprint arXiv:1910.01473, 2019 (pdf)
Seyedmostafa Sheikhalishahi, Vevake Balaraman, Venet Osmani "Benchmarking machine learning models on multi-centre eICU critical care dataset" preprint arXiv:1910.00964, 2019 (pdf)
Seyedmostafa Sheikhalishahi, Riccardo Miotto, Joel T. Dudley, Alberto Lavelli, Fabio Rinaldi, Venet Osmani "Natural Language Processing of Clinical Notes on Chronic Diseases: Systematic Review" JMIR Med Inform 2019;7(2):e12239, PMID:31066697, DOI:10.2196/12239, 2019 (pdf) Supplementary Material - Diseases and Classifications (xls and ods)
2018
Elias Ruiz, Venet Osmani Enrique Sucar, Oscar Mayora "Detecting Dressing Failures using Temporal-Relational Visual Grammars" Journal of Ambient Intelligence and Humanized Computing (Springer), 10.1007/s12652-018-0975-0 Aug, 2018 (pdf)
Venet Osmani, Li Li, Matteo Danieletto, Benjamin Glicksberg, Joel Dudley, Oscar Mayora "Automatic processing of Electronic Health Records (EHR) using Deep Learning" ACM proceedings of Pervasive Health 2018 conference, pp. 251-257, 10.1145/3240925.3240961, New York, May 2018 (pdf)
2017
Venet Osmani, Stefano Forti, Oscar Mayora, Diego Conforti, "Enabling Prescription-based Health Apps", ACM proceedings of Pervasive Health 2017 conference, pp. 272-275, 10.1145/3154862.3154911 (pdf)
Venet Osmani, Stefano Forti, Oscar Mayora, Diego Conforti, "Challenges and Opportunities in evolving TreC Personal Health Record Platform", ACM proceedings of Pervasive Health 2017 conference, pp. 288-291, 10.1145/3154862.3154910 (pdf)
2016
Alban Maxhuni, Pablo Hernandez-Leal, L. Enrique Sucar, Venet Osmani, Eduardo F. Morales, Oscar Mayora, "Stress Modelling and Prediction in Presence of Scarce Data", Elsevier Journal of Biomedical Informatics (JBI), vol. 63, pp. 344 - 356, October 2016 10.1016/j.jbi.2016.08.023 (pdf)
Alban Maxhuni, Angelica Munoz-Melendez, Venet Osmani, Humberto Perez, Oscar Mayora, Eduardo F. Morales, "Classification of bipolar disorder episodes based on analysis of voice and motor activity of patients" Elsevier Pervasive and Mobile Computing, ISSN 1574-1192, 10.1016/j.pmcj.2016.01.008, 2016 (pdf)
Alban Maxhuni, Pablo Hernandez-Leal, Eduardo Morales Manzanares, L. Enrique Sucar, Venet Osmani, Angelica Munoz Melendez and Oscar Mayora, "Using Intermediate Models and Knowledge Learning to Improve Stress Prediction" Future Internet e-health Conference (FI-eHealth), Puebla, Mexico, May 2016 (pdf)
2015
Venet Osmani "Smartphones in Mental Health: Detecting Depressive and Manic Episodes" IEEE Pervasive Computing, vol.14, no. 3, pp. 10-13, July-Sept. 2015 (link) (pdf)
Enrique Garcia-Ceja, Venet Osmani, Oscar Mayora "Automatic Stress Detection in Working Environments from Smartphones’ Accelerometer Data: A First Step" IEEE Journal of Biomedical and Health Informatics, 10.1109/JBHI.2015.2446195, 2015 (pdf)
Agnes Gruenerbl, Amir Muaremi, Venet Osmani, Gernot Bahle, Stefan Oehler, Gerhard Troester, Oscar Mayora, Christian Haring and Paul Lukowicz "Smartphone-Based Recognition of States and State Changes in Bipolar Disorder Patients" IEEE Journal of Biomedical and Health Informatics, vol.19, no.1, pp.140-148, Jan, 2015, 10.1109/JBHI.2014.2343154 (pdf)
Raihana Ferdous, Venet Osmani, Jessica Beltran Marquez, Oscar Mayora "Investigating correlation between verbal interactions and perceived stress" 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp 1612–1615, 10.1109/EMBC.2015.7318683, Milano, Italy, 2015 (pdf)
Pablo Hernandez-Leal, Alban Maxhuni, L. Enrique Sucar, Venet Osmani, Eduardo F. Morales, Oscar Mayora "Stress Modelling Using Transfer Learning in Presence of Scarce Data" Springer Proceedings of International Conference on Ambient Intelligence for Health (AmIHEALTH 2015) pp. 224-236, vol. 9456, 10.1007/978-3-319-26508-7_22, 2015 (pdf)
Raihana Ferdous, Venet Osmani, Oscar Mayora "Smartphone app usage as a predictor of perceived stress levels at workplace" ACM/IEEE Proceedings of Pervasive Health 2015, Istanbul, Turkey, May 2015 (pdf)
2014
Enrique Garcia-Ceja, Venet Osmani, Alban Maxhuni, Oscar Mayora "Detecting Walking in Synchrony through Smartphone Accelerometer and Wi-Fi traces" Proceedings of European Conference on Ambient Intelligence (AmI 14), vol. 8850, pp. 33-46, 10.1007/978-3-319-14112-1_3 Eindhoven, The Netherlands, November 11-13, 2014 (pdf)
Venet Osmani, Oscar Mayora, Tinku Rasheed, Elio Salvadori "Realising Anticipatory Networks through Human Aware Networking (HAN)" 1st KuVS Workshop on Anticipatory Networks, Stuttgart, Germany, September 29-30, 2014 (pdf)
Matthia Sabatelli, Venet Osmani, Agnes Gruenerbl, Paul Lukowicz, Oscar Mayora, "Correlation of significant places with self-reported state of patients with bipolar disorder" IEEE Proceedings of 4th International Conference on Wireless Mobile Communication and Healthcare (Mobihealth 2014), Athens, Greece, November 3-5, 2014 (pdf)
Franz Gravenhorst, Venet Osmani, Bert Arnrich, Amir Muaremi "Exploring the link between Behaviour and Health" Springer Personal and Ubiquitous Computing Journal, 10.1007/s00779-014-0830-z, 2014 (pdf)
Franz Gravenhorst, Amir Muaremi, Jakob Bardram, Agnes Gruenerbl, Oscar Mayora, Gabriel Wurzer, Mads Frost, Venet Osmani, Bert Arnrich, Paul Lukowicz, Gerhard Troester "Mobile Phones as Medical Devices in Mental Disorder Treatment: an overview" Springer Personal and Ubiquitous Computing, 10.1007/s00779-014-0829-5, 2014 (pdf)
Aleksandar Matic, Venet Osmani, Oscar Mayora "Mobile Monitoring of Formal and Informal Social Interactions at Workplace" Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct Publication (UbiComp '14 Adjunct), pp. 1035-1044, 10.1145/2638728.2641287 Seattle, USA, September 13, 2014 (pdf)
Jorge Alvarez-Lozano, Venet Osmani, Oscar Mayora, Mads Frost, Jakob Bardram, Maria Faurholt-Jepsen, Lars Vedel Kessing "Tell me your apps and I will tell you your mood: Correlation of apps usage with Bipolar Disorder State" ACM proceedings of 7th International Conference on Pervasive Technologies Related to Assistive Environments, Rhodes Island, Greece, May 27-30, 10.1145/2674396.2674408, 2014 (pdf)
Agnes Grunerbl, Venet Osmani, Gernot Bahle, Jose C. Carrasco, Stefan Oehler, Oscar Mayora, Christian Haring, Paul Lukowicz "Using smart phone mobility traces for the diagnosis of depressive and manic episodes in bipolar patients" ACM proceedings of 5th Augmented Human International Conference, 10.1145/2582051.2582089, Kobe, Japan, March 2014 - Honourable Mention Award (pdf)
Oscar Mayora, Mads Frost, Bert Arnrich, Franz Gravenhorst, Agnes Grunerbl, Amir Muaremi, Venet Osmani, Alessandro Puiatti, Nina Reichwaldt, Corinna Scharnweber, Gerhard Troster "Mobile Health Systems for Bipolar Disorder: The relevance of Non-Functional Requirements in MONARCA Project" IGI International Journal of Handheld Computing Research (IJHCR) 5(1), pp. 1-12, 10.4018/978-1-4666-8756-1.ch070 2014 (pdf)
Oscar Mayora, Venet Osmani "From Ubiquitous Computing to Human Aware Networking: Exploiting the Know-How of Ubicomp Research for Improving Networked-User Experience" Proceedings of the 3rd International Conference on Context-Aware Systems and Applications, Dubai, United Arab Emirates, 2014 (pdf)
2013
Venet Osmani, Alban Maxhuni, Agnes Gruenerbl, Paul Lukowicz, Christian Haring, Oscar Mayora "Monitoring activity of patients with bipolar disorder using smart phones" ACM Proceedings of International Conference on Advances in Mobile Computing and Multimedia (MoMM2013), Vienna, Austria, 10.1145/2536853.2536882, December 2013 (pdf)
Aleksandar Matic, Venet Osmani, Oscar Mayora, "Trade-offs in Monitoring Social Interactions" IEEE Communications Magazine, Volume: 51, Issue: 7 July 2013 (pdf)
Aleksandar Matic, Alban Maxhuni, Venet Osmani, Oscar Mayora, "Virtual uniforms: using sound frequencies for grouping individuals" UbiComp '13 Adjunct Proceedings of the 2013 ACM conference on Pervasive and Ubiquitous computing, pp. 159-162, Zurich, Switzerland (pdf)
Venet Osmani, Iacopo Carreras, Aleksandar Matic, Piret Saar, "An Analysis of Distance Estimation to Detect Proximity in Social Interactions". Journal of Ambient Intelligence and Humanized Computing (Springer), 10.1007/s12652-012-0171-6, January 2013 (pdf)
Aleksandar Matic, Venet Osmani, Oscar Mayora,"Automatic Sensing of Speech Activity and Correlation with Mood Changes", Pervasive Mobile Sensing and Computing for Healthcare, S.C. Mukhopadhyay et al. (Eds.), Springer, 10.1007/978-3-642-32538-0_9, pp.195-205, 2013 (pdf)
2012
Andrei Papliatseyeu, Venet Osmani and Oscar Mayora "Indoor Positioning Using FM Radio" In Emergent Trends in Personal, Mobile, and Handheld Computing Technologies, pp. 199-211, 10.4018/978-1-4666-0921-1.ch012, 2012 (pdf)
Matteo Chini, Antonella De Angeli, Silvia Gabrielli, Rosa Maimone, Venet Osmani, "StandFit: Fighting Sedentary Work Life" Designing for Wellness and Behavior Change Workshop at NordiCHI2012, 2012 (pdf)
Aleksandar Matic, Venet Osmani, Oscar Mayora, "Analysis of Social Interactions through Mobile Phones". Journal of Mobile Networks and Applications (MONET), 10.1007/s11036-012-0400-4, 2012 (pdf)
Aleksandar Matic, Venet Osmani, Oscar Mayora,"Speech Activity Detection Using Accelerometer", 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2012), pp. 2112-2115, 10.1109/EMBC.2012.6346377, San Diego, California, USA, 2012 (pdf)
Aleksandar Matic, Venet Osmani, Alban Maxhuni, Oscar Mayora,"Multi-Modal Mobile Sensing of Social Interactions", IEEE Proceedings of Pervasive Health 2012, 6th International Conference on Pervasive Computing Technologies for Healthcare, May 21-24, San Diego, California, USA, 2012 (pdf)
Andrei Popleteev, Venet Osmani, Oscar Mayora,"Investigation of indoor localization with ambient FM radio stations", Proceedings of PerCom 2012, 10th IEEE International Conference on Pervasive Computing and Communications, Lugano, Switzerland, 2012 (Acceptance Rate 11%) (pdf)
Andrei Popleteev, Venet Osmani, Rosa Maimone, Silvia Gabrielli, Oscar Mayora, "Mobile Stress Treatment: The Interstress Approach", Accepted in Pervasive Health 2012 Demo Track, 6th International Conference on Pervasive Computing Technologies for Healthcare, May 21-24, San Diego, California, USA, 2012
Aleksandar Matic, Venet Osmani, Andrei Popleteev and Oscar Mayora-Ibarra, "A Pilot Study Of Short-Term Effects Of Non-Sedentary Behaviour On Mood Changes", 5th International Joint Conference on Biomedical Engineering Systems and Technologies, Algarve, Portugal, 2012 (pdf)
Iacopo Carreras, Aleksandar Matic, Piret Saar, Venet Osmani, "Comm2Sense: Detecting Proximity Through Smartphones", IEEE International Conference on Pervasive Computing and Communications (PerCom), 10.1109/PerComW.2012.6197489, 2012. (pdf)
Aleksandar Matic, Pietro Cipresso, Venet Osmani, Silvia Serino, Andrei Popleteev, Andrea Gaggioli, Oscar Mayora, Giuseppe Riva "Sedentary Work Style and Heart Rate Variability: a Short Term Analysis", MindCare 2012 workshop, part of the 5th International Joint Conference on Biomedical Engineering Systems and Technologies, Algarve, Portugal, 2012 (pdf)
Raihana Ferdous Venet Osmani and Oscar Mayora "Smartphone apps usage patterns as a predictor of perceived stress levels at workplace" (pdf)
2011
Bert Arnrich, Venet Osmani, Jakob Bardram,"Mental health and the impact of ubiquitous technologies", Editorial to the Theme Issue in Personal and Ubiquitous Computing Journal, 10.1007/s00779-011-0464-3, Springer (pdf)
Aleksandar Matic, Venet Osmani, Andrei Popleteev, Oscar Mayora,"Smart Phone Sensing to Examine Effects of Social Interactions and Sedentary Work Style on Mood Changes", ACM Proceedings of the 7th International and Interdisciplinary Conference on Modelling and Using Context (CONTEXT ‘11), Karlsruhe, Germany 2011 (acceptance rate 30%) (pdf)
Andrei Popleteev, Venet Osmani, Oscar Mayora, Aleksandar Matic "Indoor localization using audio features of FM radio signals", ACM Poster proceedings of the 7th International and Interdisciplinary Conference on Modelling and Using Context (CONTEXT ‘11), Karlsruhe, Germany 2011 (pdf)
Aleksandar Matic, Venet Osmani, Oscar Mayora, "Ambient Aware Assistance Supporting Alzheimer Patients and Caregivers", In proceedings of 5th International Symposium on Ubiquitous Computing and Ambient Intelligence (UCAmI ‘11), Riviera Maya, Mexico, 2011
Alban Maxhuni, Aleksandar Matic, Venet Osmani, Oscar Mayora,"Correlation between self-reported mood states and objectively measured social interactions at work: A Pilot Study", MindCare Workshop as part of 5th International Conference on Pervasive Computing Technologies for Healthcare (Pervasive Health 2011), Dublin, Ireland, 2011
Aleksandar Matic, Venet Osmani, Oscar Mayora, "RFID-based System for Tracking People: Approaches to Tagging Demented Patients" , In proceedings of International Conference on Ambient Media and Systems, Ambi-Sys 2011, Porto, Portugal, March 2011
Aleksandar Matic, Priyal Mehta, James M. Rehg, Venet Osmani, Oscar Mayora, "Monitoring Dressing Activity Failures through RFID and Video" , Journal of Methods of Information in Medicine, 10.3414/ME10-02-0026, vol. 51, pp 45-54, 2012 (PubMed, pdf)
2010
Aleksandar Matic, Andrei Papliatseyeu, Venet Osmani, Oscar Mayora-Ibarra, "FM Radio for Indoor Localisation with Spontaneous Recalibration" , Journal of Pervasive and Mobile Computing (Elsevier), vol.6, issue 6, pp.642-656, 2010 (preprint pdf) (17% of papers invited)
Aleksandar Matic, Andrei Papliatseyeu, Silvia Gabrielli, Venet Osmani, Oscar Mayora-Ibarra, "Happy or Moody? Why so? Monitoring Daily Routines at Work and Inferring Their Influence on Mood", 5th UbiHealth Workshop in conjunction with Ubicomp 2010 Conference, Copenhagen, Denmark, 2010 (pdf)
Andrei Papliatseyeu, Aleksandar Matic, Venet Osmani, Oscar Mayora-Ibarra, "Indoor Positioning Using off-the-shelf FM Radio Devices", Proc. of International Conference on Indoor Positioning and Indoor Navigation (IPIN), Zurich, Switzerland, 2010. (pdf)
Aleksandar Matic, Venet Osmani, Oscar Mayora, "FINDER: Smart Aid for Keeping Track of Everyday Objects", ForitAAL2010, Second Italian Forum on Ambient Assisted Living, 2010.
Aleksandar Matic, Priyal Mehta, James M. Rehg, Venet Osmani, Oscar Mayora, "AID-ME: Automatic Identification of Dressing failures through Monitoring of patients and activity Evaluation", IEEE Proceedings of the 4th International Conference on Pervasive Computing Technologies for Healthcare 2010 (PervasiveHealth 2010), Munich, Germany, 2010 (acceptance rate 30%) - (pdf) Best Paper award nominee
Oscar Mayora and Venet Osmani, "An Approach for Sustainable Pervasive Wellness", ACM Conference on Human Factors in Computing Systems (CHI2010) - Wellness Informatics workshop, 10-15 April 2010, Atlanta, GA, USA - (pdf)
Aleksandar Matic, Andrei Papliatseyeu, Venet Osmani and Oscar Mayora-Ibarra, "Tuning to Your Position: FM-radio based Indoor Localization with Spontaneous Recalibration", In proceedings of the 8th Annual IEEE International Conference on Pervasive Computing and Communications (PerCom 2010), March 29-April 2, 2010, Manheim, Germany (acceptance rate 12%) - (pdf) Invited for a Journal publication
Andrei Papliatseyeu, Venet Osmani and Oscar Mayora-Ibarra, "Indoor Positioning Using FM Radio", International Journal of Handheld Computing Research(IJHCR), 2010 - (pdf) Invited paper
2009
Andrei Papliatseyeu, Niko Kotilainen, Oscar Mayora Ibarra and Venet Osmani, "FINDR: Low-Cost Indoor Positioning Using FM Radio", 2nd International Conference on MOBILe Wireless MiddleWARE, Operating Systems, and Applications, Springer LNICST, 10.1007/978-3-642-01802-2, vol.7, pp. 15-26, April 2009, Berlin, Germany (pdf)
Venet Osmani, Daqing Zhang, Sasitharan Balasubramaniam, "Human activity recognition supporting context-appropriate reminders for elderly", IEEE Proceedings of 3rd International Conference on Pervasive Computing Technologies for Healthcare (Pervasive Health’09), 10.4108/ICST.PERVASIVEHEALTH2009.6056, April 2009, London, UK.
Aleksandar Matic, Venet Osmani, "Technologies to Monitor Cognitive Declne: A Preliminary Case Study" IEEE Proceedings of Technologies to Counter Cognitive Decline, in Pervasive Health, 10.4108/ICST.PERVASIVEHEALTH2009.6046, London, UK, April 2009.
2008
Venet Osmani, Sasitharan Balasubramaniam, and Dmitri Botvich,"Human activity recognition in pervasive health-care: Supporting efficient remote collaboration", Elsevier Journal of Network and Computer Applications (JNCA), ISSN: 1084-8045, vol. 31, issue 4, pages 628-655, 10.1016/j.jnca.2007.11.002, November 2008. (pdf)
Venet Osmani, Sasitharan Balasubramaniam, and Dmitri Botvich, "A Bayesian Network and Rule-base Approach Towards Activity Inference", In Proc. of IEEE 66th Vehicular Technology Conference (VTC2007-Fall), 10.1109/VETECF.2007.67, pp. 254-258, Washington DC, USA, 2007 (pdf)
Venet Osmani, Sasitharan Balasubramaniam, and Dmitri Botvich, "Self-Organising Object Networks using Context Zones for Distributed Activity Recognition", In Proc. of Second International Conference on Body Area Networks (BodyNets’07), in cooperation with ACM SIGCHI, ISBN: 978-963-06-2193-9, id. 152, Florence, Italy, 2007 (pdf)
Venet Osmani, Sasitharan Balasubramaniam, and Tao Gu, "A Distributed Hierarchical Structure for Object Networks Supporting Human Activity Recognition", In Proc. of 9th IFIP/IEEE International Conference on Management of Multimedia and Mobile Networks and Services, MMNS 2006, 10.1007/11907381, LNCS vol. 4267, pp 128-133, Dublin, Ireland, 2006 (pdf)
Venet Osmani and Sasitharan Balasubramaniam, "Context Management Support for Activity Recognition in Health-Care", Pervasive 2006 Workshop Proceedings, ISBN 978-3-00-018411-6, pp.453-465 T. Strang, V. Cahill, A. Quigley, eds, Dublin, Ireland, 2006 (pdf)
Venet Osmani, Sasitharan Balasubramaniam, and Dmitri Botvich,"Challenges for Human Activity Recognition", 4th International Workshop on Managing Ubiquitous Communications and Services part of IM 2007, Multicon Lecture Notes, ISBN: 3-930736-07-01, pp. 201-208, Munich, Germany, 2007
Mike White, Brendan Jennings, Venet Osmani, and Sven van der Meer,"Context Driven, User-Centric Access Control for Smart Spaces", The IEE International Workshop on Intelligent Environments (IE 05), pp. 13-19, Colchester, United Kingdom, 2005
Venet Osmani and Sven van der Meer, "Context? Yes but to whom?" International workshop on Context in Mobile HCI in conjunction with MobileHCI, Salzburg, Austria, 2005 (pdf)
Venet Osmani, Keara Barrett, Ray Carroll, Brendan Jennings, and Sven van der Meer, "An architecture for User-centric Management of Intelligent Environments", Proc. of 28th IEEE (Region 8) International Convention Mipro (Mipro), Opatija, Croatia, May 30 - June 3, 2005
