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Nardelli, Mimma and Citi, Luca and Barbieri, Riccardo and Valenza, Gaetano (2023) Characterization of autonomic states by complex sympathetic and parasympathetic dynamics. Physiological Measurement, 44 (3). 035004-035004. DOI https://doi.org/10.1088/1361-6579/acbc07
Cinel, Caterina and Fernandez Vargas, Jacobo and Tremmel, Christoph and Citi, Luca and Poli, Riccardo (2022) Enhancing performance with multisensory cues in a realistic target discrimination task. PLoS One, 17 (8). e0272320-e0272320. DOI https://doi.org/10.1371/journal.pone.0272320
Tremmel, Christoph and Fernandez-Vargas, Jacobo and Stamos, Dimitris and Cinel, Caterina and Pontil, Massimiliano and Citi, Luca and Poli, Riccardo (2022) A meta-learning BCI for estimating decision confidence. Journal of Neural Engineering, 19 (4). 046009-046009. DOI https://doi.org/10.1088/1741-2552/ac7ba8 (In Press)
Carli, Vladimir and Petros, Nuhamin Gebrewold and Hadlaczky, Gergö and Vitcheva, Tereza and Berchialla, Paola and Bianchi, Silvia and Carletto, Sara and Christinaki, Eirini and Citi, Luca and Dinis, Sérgio and Gentili, Claudio and Geraldes, Vera and Giovinazzo, Lorena and Gonzalez-Martinez, Sergio and Meyer, Björn and Ostacoli, Luca and Ottaviano, Manuel and Ouakinin, Silvia and Papastylianou, Tasos and Paradiso, Rita and Poli, Riccardo and Rocha, Isabel and Settanta, Carmen and Scilingo, Enzo Pasquale and Valenza, Gaetano (2022) The NEVERMIND e-health system in the treatment of depressive symptoms among patients with severe somatic conditions: A multicentre, pragmatic randomised controlled trial. eClinicalMedicine, 48. p. 101423. DOI https://doi.org/10.1016/j.eclinm.2022.101423
Fairbank, Michael and Samothrakis, Spyridon and Citi, Luca (2022) Deep Learning in Target Space. Journal of Machine Learning Research, 23. pp. 1-46.
Yagis, Ekin and Workalemahu Atnafu, Selamawet and Garcia Seco De Herrera, Alba and Marzi, Chiara and Giannelli, Marco and Tessa, Carlo and Citi, Luca and Diciotti, Stefano (2021) Deep Learning in Neuroimaging: Effect of Data Leakage in Cross-validation Using 2D Convolutional Neural Networks. Scientific Reports, 11 (1). 22544-. DOI https://doi.org/10.1038/s41598-021-01681-w
Bhattacharyya, Saugat and Valeriani, Davide and Cinel, Caterina and Citi, Luca and Poli, Riccardo (2021) Anytime collaborative brain–computer interfaces for enhancing perceptual group decision-making. Scientific Reports, 11 (1). 17008-. DOI https://doi.org/10.1038/s41598-021-96434-0
Fernandez-Vargas, Jacobo and Tremmel, Christoph and Valeriani, Davide and Bhattacharyya, Saugat and Cinel, Caterina and Citi, Luca and Poli, Riccardo (2021) Subject- and task-independent neural correlates and prediction of decision confidence in perceptual decision making. Journal of Neural Engineering, 18 (4). 046055-046055. DOI https://doi.org/10.1088/1741-2552/abf2e4
Fanfani, Viola and Citi, Luca and Harris, Adrian L and Pezzella, Francesco and Stracquadanio, Giovanni (2021) The landscape of the heritable cancer genome. Cancer Research, 81 (10). pp. 2588-2599. DOI https://doi.org/10.1158/0008-5472.CAN-20-3348
Christinaki, Eirini and Papastylianou, Tasos and Carletto, Sara and Gonzalez-Martinez, Sergio and Ostacoli, Luca and Ottaviano, Manuel and Poli, Riccardo and Citi, Luca (2020) Well-being Forecasting using a Parametric Transfer-Learning method based on the Fisher Divergence and Hamiltonian Monte Carlo. EAI Endorsed Transactions on Bioengineering and Bioinformatics, 1 (1). p. 166661. DOI https://doi.org/10.4108/eai.16-10-2020.166661
Carli, Vladimir and Wasserman, Danuta and Hadlaczky, Gergö and Petros, Nuhamin Gebrewold and Carletto, Sara and Citi, Luca and Dinis, Sergio and Gentili, Claudio and Gonzalez-Martinez, Sergio and De Leonibus, Aldo and Meyer, Björn and Ostacoli, Luca and Ottaviano, Manuel and Ouakinin, Silvia and Paradiso, Rita and Poli, Riccardo and Rocha, Isabel and Settanta, Carmen and Waldmeyer, Maria Teresa Arredondo and Valenza, Gaetano and Scilingo, Enzo Pasquale (2020) A protocol for a multicentre, parallel-group, pragmatic randomised controlled trial to evaluate the NEVERMIND system in preventing and treating depression in patients with severe somatic conditions. BMC Psychiatry, 20 (1). 93-. DOI https://doi.org/10.1186/s12888-020-02494-3
Malesevic, Nebojsa and Björkman, Anders and Andersson, Gert S and Matran-Fernandez, Ana and Citi, Luca and Cipriani, Christian and Antfolk, Christian (2020) A database of multi-channel intramuscular electromyogram signals during isometric hand muscles contractions. Scientific Data, 7 (1). 10-. DOI https://doi.org/10.1038/s41597-019-0335-8
Matran-Fernandez, Ana and Rodriguez Martinez, Itzel Jared and Poli, Riccardo and Cipriani, Christian and Citi, Luca (2019) SEEDS, simultaneous recordings of high-density EMG and finger joint angles during multiple hand movements. Scientific Data, 6 (1). 186-. DOI https://doi.org/10.1038/s41597-019-0200-9
Celi, Leo A and Citi, Luca and Ghassemi, Marzyeh and Pollard, Tom J (2019) The PLOS ONE collection on machine learning in health and biomedicine: Towards open code and open data. PLoS ONE, 14 (1). e0210232-e0210232. DOI https://doi.org/10.1371/journal.pone.0210232
Valenza, Gaetano and Citi, Luca and Saul, J Philip and Barbieri, Riccardo (2018) Measures of sympathetic and parasympathetic autonomic outflow from heartbeat dynamics. Journal of Applied Physiology, 125 (1). pp. 19-39. DOI https://doi.org/10.1152/japplphysiol.00842.2017
Valenza, G and Faes, L and Citi, L and Orini, M and Barbieri, R (2018) Instantaneous Transfer Entropy for the Study of Cardiovascular and Cardio-Respiratory Nonstationary Dynamics. IEEE Transactions on Biomedical Engineering, 65 (5). pp. 1077-1085. DOI https://doi.org/10.1109/TBME.2017.2740259
Valenza, Gaetano and Citi, Luca and Garcia, Ronald G and Taylor, Jessica Noggle and Toschi, Nicola and Barbieri, Riccardo (2017) Complexity Variability Assessment of Nonlinear Time-Varying Cardiovascular Control. Scientific Reports, 7 (1). 42779-. DOI https://doi.org/10.1038/srep42779
Greco, Alberto and Valenza, Gaetano and Citi, Luca and Scilingo, Enzo Pasquale (2017) Arousal and Valence Recognition of Affective Sounds Based on Electrodermal Activity. IEEE Sensors Journal, 17 (3). pp. 716-725. DOI https://doi.org/10.1109/JSEN.2016.2623677
Greco, A and Valenza, G and Nardelli, M and Bianchi, M and Citi, L and Scilingo, EP (2017) Force-Velocity Assessment of Caress-Like Stimuli Through the Electrodermal Activity Processing: Advantages of a Convex Optimization Approach. IEEE Transaction on Human-Machine Systems, 47 (1). pp. 91-100. DOI https://doi.org/10.1109/THMS.2016.2586478
Pani, D and Barabino, G and Citi, L and Meloni, P and Raspopovich, S and Micera, S and Raffo, L (2016) Real-time neural signals decoding onto off-the-shelf DSP processors for neuroprosthetic applications. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2 (9). pp. 993-1002. DOI https://doi.org/10.1109/tnsre.2016.2527696
Greco, A and Lanata, A and Citi, L and Vanello, N and Valenza, G and Scilingo, EP (2016) Skin Admittance Measurement for Emotion Recognition: A Study over Frequency Sweep. Electronics, 5 (3). creators-Citi=3ALuca=3A=3A. DOI https://doi.org/10.3390/electronics5030046
Ciulli, Stefano and Citi, Luca and Salvadori, Emilia and Valenti, Raffaella and Poggesi, Anna and Inzitari, Domenico and Mascalchi, Mario and Toschi, Nicola and Pantoni, Leonardo and Diciotti, Stefano (2016) Prediction of Impaired Performance in Trail Making Test in MCI Patients With Small Vessel Disease Using DTI Data. IEEE Journal of Biomedical and Health Informatics, 20 (4). pp. 1026-1033. DOI https://doi.org/10.1109/JBHI.2016.2537808
Valenza, G and Greco, A and Citi, L and Bianchi, M and Barbieri, R and Scilingo, EP (2016) Inhomogeneous Point-Processes to Instantaneously Assess Affective Haptic Perception through Heartbeat Dynamics Information. Scientific Reports, 6 (1). creators-Citi=3ALuca=3A=3A. DOI https://doi.org/10.1038/srep28567
Valenza, Gaetano and Orsolini, Stefano and Diciotti, Stefano and Citi, Luca and Scilingo, Enzo Pasquale and Guerrisi, Maria and Danti, Sabrina and Lucetti, Claudio and Tessa, Carlo and Barbieri, Riccardo and Toschi, Nicola (2016) Assessment of spontaneous cardiovascular oscillations in Parkinson's disease. Biomedical Signal Processing and Control, 26. pp. 80-89. DOI https://doi.org/10.1016/j.bspc.2015.12.001
Greco, Alberto and Valenza, Gaetano and Lanata, Antonio and Scilingo, Enzo Pasquale and Citi, Luca (2016) cvxEDA: a Convex Optimization Approach to Electrodermal Activity Processing. IEEE Transactions on Biomedical Engineering, 63 (4). pp. 797-804. DOI https://doi.org/10.1109/TBME.2015.2474131
Sclocco, Roberta and Citi, Luca and Garcia, Ronald G and Cerutti, Sergio and Bianchi, Anna M and Kuo, Braden and Napadow, Vitaly and Barbieri, Riccardo (2015) Combining sudomotor nerve impulse estimation with fMRI to investigate the central sympathetic response to nausea. 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2015-N. pp. 4683-4686. DOI https://doi.org/10.1109/embc.2015.7319439
Valenza, Gaetano and Faes, Luca and Citi, Luca and Orini, Michele and Barbieri, Riccardo (2015) Instantaneous transfer entropy for the study of cardio-respiratory dynamics. 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2015-N. pp. 7885-7888. DOI https://doi.org/10.1109/embc.2015.7320220
Valenza, Gaetano and Citi, Luca and Gentili, Claudio and Lanata, Antonio and Scilingo, Enzo Pasquale and Barbieri, Riccardo (2015) Characterization of depressive States in bipolar patients using wearable textile technology and instantaneous heart rate variability assessment. IEEE Journal of Biomedical and Health Informatics, 19 (1). pp. 263-274. DOI https://doi.org/10.1109/jbhi.2014.2307584
Valenza, G and Garcia, RG and Citi, L and Scilingo, EP and Tomaz, CA and Barbieri, R (2015) Nonlinear digital signal processing in mental health: characterization of major depression using instantaneous entropy measures of heartbeat dynamics. Frontiers in Physiology, 6 (74). 74-. DOI https://doi.org/10.3389/fphys.2015.00074
Valenza, Gaetano and Citi, Luca and Barbieri, Riccardo (2014) Assessment of gait nonlinear dynamics by inhomogeneous point-process models. 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014. pp. 6973-6976. DOI https://doi.org/10.1109/embc.2014.6945232
Greco, Alberto and Lanata, Antonio and Valenza, Gaetano and Scilingo, Enzo Pasquale and Citi, Luca (2014) Electrodermal activity processing: A convex optimization approach. 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014. pp. 2290-2293. DOI https://doi.org/10.1109/embc.2014.6944077
Valenza, Gaetano and Citi, Luca and Scilingo, Enzo Pasquale and Barbieri, Riccardo (2014) Tracking instantaneous entropy in heartbeat dynamics through inhomogeneous point-process nonlinear models. 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014. pp. 6369-6372. DOI https://doi.org/10.1109/embc.2014.6945085
Valenza, Gaetano and Citi, Luca and Lanatá, Antonio and Scilingo, Enzo Pasquale and Barbieri, Riccardo (2014) Revealing Real-Time Emotional Responses: a Personalized Assessment based on Heartbeat Dynamics. Scientific Reports, 4 (1). 4998-. DOI https://doi.org/10.1038/srep04998
Valenza, G and Citi, L and Scilingo, EP and Barbieri, R (2014) Inhomogeneous point-process entropy: an instantaneous measure of complexity in discrete systems. Physical Review E, 89 (5). creators-Citi=3ALuca=3A=3A. DOI https://doi.org/10.1103/physreve.89.052803
Raspopovic, Stanisa and Capogrosso, Marco and Petrini, Francesco Maria and Bonizzato, Marco and Rigosa, Jacopo and Di Pino, Giovanni and Carpaneto, Jacopo and Controzzi, Marco and Boretius, Tim and Fernandez, Eduardo and Granata, Giuseppe and Oddo, Calogero Maria and Citi, Luca and Ciancio, Anna Lisa and Cipriani, Christian and Carrozza, Maria Chiara and Jensen, Winnie and Guglielmelli, Eugenio and Stieglitz, Thomas and Rossini, Paolo Maria and Micera, Silvestro (2014) Restoring natural sensory feedback in real-time bidirectional hand prostheses. Science Translational Medicine, 6 (222). 222ra19-. DOI https://doi.org/10.1126/scitranslmed.3006820
Burykin, A and Costa, MD and Citi, L and Goldberger, AL (2014) Dynamical density delay maps: simple, new method for visualising the behaviour of complex systems. BMC Medical Informatics and Decision Making, 14 (6). 6-. DOI https://doi.org/10.1186/1472-6947-14-6
Valenza, G and Citi, L and Barbieri, R (2014) Estimation of instantaneous complex dynamics through Lyapunov exponents: a study on heartbeat dynamics. PloS One, 9 (8). creators-Citi=3ALuca=3A=3A. DOI https://doi.org/10.1371/journal.pone.0105622
Valenza, G and Akeju, O and Pavone, KJ and Citi, L and Hartnack, KE and Sampson, A and Purdon, PL and Brown, EN and Barbieri, R (2014) Instantaneous monitoring of heart beat dynamics during anesthesia and sedation. Journal of Computational Surgery, 3 (1). pp. 1-18.
Citi, L and Ba, D and Brown, EN and Barbieri, R (2014) Likelihood Methods for Point Processes with Refractoriness. Neural Computation, 26 (2). pp. 267-263. DOI https://doi.org/10.1162/neco_a_00548
Citi, L and Gentili, C and Lanatá, A and Scilingo, EP and Barbieri, R and Valenza, G (2014) Point-process Nonlinear Autonomic Assessment of Depressive States in Bipolar Patients. Methods of Information in Medicine, 53 (04). pp. 296-302. DOI https://doi.org/10.3414/me13-02-0036
Valenza, Gaetano and Citi, Luca and Barbieri, Riccardo (2013) Instantaneous nonlinear assessment of complex cardiovascular dynamics by laguerre-volterra point process models. 2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2013. pp. 6131-6134. DOI https://doi.org/10.1109/embc.2013.6610952
Valenza, Gaetano and Citi, Luca and Lanata, Antonio and Scilingo, Enzo Pasquale and Barbieri, Riccardo (2013) A nonlinear heartbeat dynamics model approach for personalized emotion recognition. 2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2013. pp. 2579-2582. DOI https://doi.org/10.1109/embc.2013.6610067
Valenza, Gaetano and Citi, Luca and Scilingo, Enzo Pasquale and Barbieri, Riccardo (2013) Point-Process Nonlinear Models With Laguerre and Volterra Expansions: Instantaneous Assessment of Heartbeat Dynamics. IEEE Transactions on Signal Processing, 61 (11). pp. 2914-2926. DOI https://doi.org/10.1109/tsp.2013.2253775
Citi, L and Brown, EN and Barbieri, R (2012) A Real-Time Automated Point-Process Method for the Detection and Correction of Erroneous and Ectopic Heartbeats. IEEE Transactions on Biomedical Engineering, 59 (10). pp. 2828-2837. DOI https://doi.org/10.1109/tbme.2012.2211356
Orini, M and Citi, L and Barbieri, R (2012) Bivariate point process modeling and joint non-stationary analysis of pulse transit time and heart period. 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012. pp. 2831-2834. DOI https://doi.org/10.1109/embc.2012.6346553
Citi, L and Valenza, G and Barbieri, R (2012) Instantaneous estimation of high-order nonlinear heartbeat dynamics by Lyapunov exponents. 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012. pp. 13-16. DOI https://doi.org/10.1109/embc.2012.6345859
Citi, L and Valenza, G and Purdon, PL and Brown, EN and Barbieri, R (2012) Monitoring heartbeat nonlinear dynamics during general anesthesia by using the instantaneous dominant Lyapunov exponent. 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012. pp. 3124-3127. DOI https://doi.org/10.1109/embc.2012.6346626
Valenza, G and Citi, L and Scilingo, EP and Barbieri, R (2012) Using Laguerre expansion within point-process models of heartbeat dynamics: A comparative study. 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012. pp. 29-32. DOI https://doi.org/10.1109/embc.2012.6345863
Balocco, Carla and Gori, Virginia and Marmonti, Enrico and Citi, Luca (2012) Building–plant system energy sustainability. An approach for transient thermal performance analysis. Energy and Buildings, 49. pp. 443-453. DOI https://doi.org/10.1016/j.enbuild.2012.02.048
Salvaris, Mathew and Cinel, Caterina and Citi, Luca and Poli, Riccardo (2012) Novel Protocols for P300-Based Brain–Computer Interfaces. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 20 (1). pp. 8-17. DOI https://doi.org/10.1109/tnsre.2011.2174463
Tombini, M and Rigosa, J and Zappasodi, F and Porcaro, C and Citi, L and Carpaneto, J and Rossini, PM and Micera, S (2012) Combined Analysis of Cortical (EEG) and Nerve Stump Signals Improves Robotic Hand Control. Neurorehabilitation and Neural Repair, 26 (3). pp. 275-281. DOI https://doi.org/10.1177/1545968311408919
Carpaneto, J and Cutrone, A and Bossi, S and Sergi, P and Citi, L and Rigosa, J and Rossini, PM and Micera, S (2011) Activities on PNS neural interfaces for the control of hand prostheses. 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011. pp. 4637-4640. DOI https://doi.org/10.1109/iembs.2011.6091148
Zhe Chen and Citi, L and Purdon, PL and Brown, EN and Barbieri, R (2011) Instantaneous assessment of autonomic cardiovascular control during general anesthesia. 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011. pp. 8444-8447. DOI https://doi.org/10.1109/iembs.2011.6092083
Citi, L and Bianchi, MT and Klerman, EB and Barbieri, R (2011) Instantaneous monitoring of sleep fragmentation by point process heart rate variability and respiratory dynamics. 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011. pp. 7735-7738. DOI https://doi.org/10.1109/iembs.2011.6091906
Citi, L and Djilas, M and Azevedo-Coste, C and Yoshida, K and Brown, EN and Barbieri, R (2011) Point-process analysis of neural spiking activity of muscle spindles recorded from thin-film longitudinal intrafascicular electrodes. 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011. pp. 2311-2314. DOI https://doi.org/10.1109/iembs.2011.6090581
Ellis, RJ and Citi, L and Barbieri, R (2011) A point process approach for analyzing gait variability dynamics. 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011. pp. 1648-1651. DOI https://doi.org/10.1109/iembs.2011.6090475
Micera, S and Rossini, PM and Rigosa, J and Citi, L and Carpaneto, J and Raspopovic, S and Tombini, M and Cipriani, C and Assenza, G and Carrozza, MC and Hoffmann, K and Yoshida, K and Navarro, X and Dario, P (2011) Decoding of grasping information from neural signals recorded using peripheral intrafascicular interfaces. Journal of Neuroengineering and Rehabilitation, 8 (1). creators-Citi=3ALuca=3A=3A. DOI https://doi.org/10.1186/1743-0003-8-53
Citi, L and Klerman, EB and Brown, EN and Barbieri, R (2010) Point process Heart Rate Variability assessment during sleep deprivation. Computing in Cardiology, 37. pp. 721-724.
Salvaris, Mathew and Cinel, Caterina and Poli, Riccardo and Citi, Luca and Sepulveda, Francisco (2010) Exploring multiple protocols for a brain-computer interface mouse. 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology, 2010. pp. 4189-4192. DOI https://doi.org/10.1109/iembs.2010.5627388
Rossini, Paolo M and Micera, Silvestro and Benvenuto, Antonella and Carpaneto, Jacopo and Cavallo, Giuseppe and Citi, Luca and Cipriani, Christian and Denaro, Luca and Denaro, Vincenzo and Di Pino, Giovanni and Ferreri, Florinda and Guglielmelli, Eugenio and Hoffmann, Klaus-Peter and Raspopovic, Stanisa and Rigosa, Jacopo and Rossini, Luca and Tombini, Mario and Dario, Paolo (2010) Double nerve intraneural interface implant on a human amputee for robotic hand control. Clinical Neurophysiology, 121 (5). pp. 777-783. DOI https://doi.org/10.1016/j.clinph.2010.01.001
Poli, Riccardo and Cinel, Caterina and Citi, Luca and Sepulveda, Francisco (2010) Reaction-time binning: A simple method for increasing the resolving power of ERP averages. Psychophysiology, 47 (3). pp. 467-485. DOI https://doi.org/10.1111/j.1469-8986.2009.00959.x
Micera, S and Citi, L and Rigosa, J and Carpaneto, J and Raspopovic, S and Di Pino, G and Rossini, L and Yoshida, K and Denaro, L and Dario, P and Rossini, PM (2010) Decoding Information From Neural Signals Recorded Using Intraneural Electrodes: Toward the Development of a Neurocontrolled Hand Prosthesis. Proceedings of the IEEE, 98 (3). pp. 407-417. DOI https://doi.org/10.1109/jproc.2009.2038726
Citi, Luca and Poli, Riccardo and Cinel, Caterina (2010) Documenting, modelling and exploiting P300 amplitude changes due to variable target delays in Donchin's speller. Journal of Neural Engineering, 7 (5). 056006. DOI https://doi.org/10.1088/1741-2560/7/5/056006
Citi, L and Poli, R and Cinel, C (2010) Documenting, modelling and exploiting P300 amplitude changes due to variable target delays in Donchin's speller. Journal of Neural Engineering, 7 (5). creators-Citi=3ALuca=3A=3A. DOI https://doi.org/10.1088/1741-2560/7/5/056006
Poli, Riccardo and Citi, Luca and Salvaris, Mathew and Cinel, Caterina and Sepulveda, Francisco (2010) Eigenbrains: the free vibrational modes of the brain as a new representation for EEG. Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE, 2010. pp. 6011-6014. DOI https://doi.org/10.1109/iembs.2010.5627593
Poli, R and Citi, L and Sepulveda, F and Cinel, C (2009) Analogue evolutionary brain computer interfaces. IEEE Computational Intelligence Magazine, 4 (4). 27 - 31. DOI https://doi.org/10.1109/MCI.2009.934563
Poli, R and Citi, L and Sepulveda, F and Cinel, C (2009) Analogue evolutionary brain computer interfaces. IEEE Computational Intelligence Magazine, 4 (4). pp. 27-31. DOI https://doi.org/10.1109/MCI.2009.934563
Micera, S and Rigosa, J and Carpaneto, J and Citi, L and Raspopovic, S and Guglielmelli, E and Benvenuto, A and Rossini, L and Di Pino, G and Cavallo, G and Carrozza, MC and Cipriani, C and Hoffmann, KP and Dario, P and Rossini, PM (2009) On the control of a robot hand by extracting neural signals from the PNS: Preliminary results from a human implantation. 2009 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2009. pp. 4586-4589. DOI https://doi.org/10.1109/iembs.2009.5332764
Menon, Carlo and de Negueruela, Cristina and Millán, José del R and Tonet, Oliver and Carpi, Federico and Broschart, Michael and Ferrez, Pierre and Buttfield, Anna and Tecchio, Franca and Sepulveda, Francisco and Citi, Luca and Laschi, Cecilia and Tombini, Mario and Dario, Paolo and Maria Rossini, Paolo and De Rossi, Danilo (2009) Prospects of brain–machine interfaces for space system control. Acta Astronautica, 64 (4). pp. 448-456. DOI https://doi.org/10.1016/j.actaastro.2008.09.008
Citi, Luca and Tonet, Oliver and Marinelli, Martina (2009) Chapter 15 Matching Brain–Machine Interface Performance to Space Applications. International Review of Neurobiology, 86. pp. 199-212. DOI https://doi.org/10.1016/s0074-7742(09)86015-7
Poli, R and McPhee, NF and Citi, L and Crane, E (2009) Memory with memory in genetic programming. Journal of Artificial Evolution and Applications, 2009. pp. 1-16. DOI https://doi.org/10.1155/2009/570606
Micera, Silvestro and Navarro, Xavier and Carpaneto, Jacopo and Citi, Luca and Tonet, Oliver and Rossini, Paolo Maria and Carrozza, Maria Chiara and Hoffmann, Klaus Peter and Vivo, Meritxell and Yoshida, Ken and Dario, Paolo (2008) On the Use of Longitudinal Intrafascicular Peripheral Interfaces for the Control of Cybernetic Hand Prostheses in Amputees. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 16 (5). pp. 453-472. DOI https://doi.org/10.1109/tnsre.2008.2006207
DiGiovanna, Jack and Citi, Luca and Yoshida, Ken and Carpaneto, Jacopo and Principe, Jose C and Sanchez, Justin C and Micera, Silvestro (2008) Inferring the stability of LIFE through Brain Machine Interfaces. 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2008. pp. 2008-2011. DOI https://doi.org/10.1109/iembs.2008.4649584
Citi, Luca and Poli, Riccardo and Cinel, Caterina and Sepulveda, Francisco (2008) P300-Based BCI Mouse With Genetically-Optimized Analogue Control. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 16 (1). pp. 51-61. DOI https://doi.org/10.1109/tnsre.2007.913184
Tonet, Oliver and Marinelli, Martina and Citi, Luca and Rossini, Paolo Maria and Rossini, Luca and Megali, Giuseppe and Dario, Paolo (2008) Defining brain–machine interface applications by matching interface performance with device requirements. Journal of Neuroscience Methods, 167 (1). pp. 91-104. DOI https://doi.org/10.1016/j.jneumeth.2007.03.015
Citi, L and Carpaneto, J and Yoshida, K and Hoffmann, K and Koch, KP and Dario, P and Micera, S (2008) On the use of wavelet denoising and spike sorting techniques to process electroneurographic signals recorded using intraneural electrodes. Journal of Neuroscience Methods, 172 (2). pp. 294-302. DOI https://doi.org/10.1016/j.jneumeth.2008.04.025
Micera, S and Sergi, PN and Carpaneto, J and Citi, L and Bossi, S and Koch, K-P and Hoffmann, K-P and Menciassi, A and Yoshida, K and Dario, P (2006) Experiments on the development and use of a new generation of intra-neural electrodes to control robotic devices. 2006 International Conference of the IEEE Engineering in Medicine and Biology Society, 2006. pp. 2940-2943. DOI https://doi.org/10.1109/iembs.2006.260346
Medellin-Gasque, Rolando and Nordmark, Henrik and Mullen, Anthony and Citi, Luca and Perperoglou, Aris and Lausen, KB Modeling retail browsing sessions and wearables data. Archives of Data Science. (Submitted)
Book Section
Citi, Luca and Micera, Silvestro (2013) Wavelet Denoising and Conditioning of Neural Recordings. In: Introduction to Neural Engineering for Motor Rehabilitation. Wiley, pp. 173-182. ISBN 9780470916735. Official URL: http://dx.doi.org/10.1002/9781118628522.ch9
Monograph
Fairbank, Michael and Samothrakis, Spyridon and Citi, Luca (2021) Deep Learning in Target Space. Working Paper. arXiv. (Unpublished)
Conference or Workshop Item
Ferdowsi, Saideh and Ognibene, Dimitri and Foulsham, Tom and Greco, Alberto and Callara, Alejandro Luis and Cervera-Torres, Sergio and Alcañiz, Mariano and Vanello, Nicola and Citi, Luca (2023) Human body odour modulates neural processing of faces: effective connectivity analysis using EEG. In: 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS), 2023-06-22 - 2023-06-24, L'Aquila, Italy.
Yagis, Ekin and Garcia Seco De Herrera, Alba and Citi, Luca (2021) Convolutional Autoencoder based Deep Learning Approach for Alzheimer's Disease Diagnosis using Brain MRI. In: 2021 IEEE 34th International Symposium on Computer-Based Medical Systems (CBMS), 2021-06-07 - 2021-06-09, Aveiro, Portugal.
Garcia Vellisca, Mariano and Matran-Fernandez, Ana and Poli, Riccardo and Citi, Luca (2021) Hand-movement Prediction from EMG with LSTM-Recurrent Neural Networks. In: Global Medical Engineering Physics Exchanges/Pan American Health Care Exchanges (GMEPE/PAHCE), 2021-03-15 - 2021-03-20.
Ferdowsi, Saideh and Ognibene, Dimitri and Foulsham, Tom and Abolghasemi, Vahid and Li, Wen and Citi, Luca (2020) Human Chemosignals Modulate Interactions Between Social and Emotional Brain Areas. In: 2020 IEEE 20th International Conference on Bioinformatics and Bioengineering (BIBE), 2020-10-26 - 2020-10-28, Cincinnati, OH, USA.
Fernandez-Vargas, Jacobo and Valeriani, Davide and Cinel, Caterina and Sadras, Nitin and Ahmadipour, Parima and Shanechi, Maryam M and Citi, Luca and Poli, Riccardo (2020) Confidence Prediction from EEG Recordings in a Multisensory Environment. In: ICBET 2020: 2020 10th International Conference on Biomedical Engineering and Technology, 2020-09 - ?, Tokyo.
Yagis, Ekin and Citi, Luca and Diciotti, Stefano and Merzi, Chiara and Workalemahu Atnafu, Selamawet and Garcia Seco De Herrera, Alba (2020) 3D Convolutional Neural Networks for Diagnosis of Alzheimer’s Disease via structural MRI. In: IEEE 33rd International Symposium on Computer Based Medical Systems (CBMS), 2020-07-28 - 2020-07-30, Mayo Clinic, Rochester, MN.
Yagis, Ekin and Garcia Seco De Herrera, Alba and Citi, Luca (2019) Generalization Performance of the Deep Learning Models in Neurodegenerative Disease Classification. In: 10th International Workshop on Biomedical and Health Informatics (BHI), 2019-11-18 - 2019-11-20, San Diego, CA, USA.
Valenza, Gaetano and Citi, Luca and Saul, Philip and Barbieri, Riccardo (2019) ECG-Derived Sympathetic and Parasympathetic Nervous System Dynamics: A Congestive Heart Failure Study. In: 2018 Computing in Cardiology Conference, 2018-09-23 - 2018-09-26, Maastricht, Netherlands.
Bhattacharyya, Saugat and Valeriani, Davide and Cinel, Caterina and Citi, Luca and Poli, Riccardo (2019) Target Detection in Video Feeds with Selected Dyads and Groups Assisted by Collaborative Brain-Computer Interfaces. In: 9th International IEEE EMBS Conference on Neural Engineering, 2019-03-20 - 2019-05-23, San Francisco, USA.
Christinaki, Eirini and Poli, Riccardo and Citi, Luca (2018) Bayesian Transfer Learning for the Prediction of Self-reported Well-being Scores. In: 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2018-07-18 - 2018-07-21, Honolulu, HI, USA.
Matran-Fernandez, A and Mastinu, E and Poli, R and Ortiz-Catalan, M and Citi, L (2018) Crosstalk Reduction in Epimysial EMG Recordings from Transhumeral Amputees with Principal Component Analysis. In: 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2018-07-18 - 2018-07-21, Honolulu, HI, USA.
Valeriani, D and Bhattacharyya, S and Cinel, C and Citi, L and Poli, R (2018) Augmenting group decision making accuracy in a realistic environment using collaborative brain-computer interfaces based on error-related potentials. In: 7th International BCI Meeting: "BCIs: Not Getting Lost in Translation", 2018-05-21 - 2018-05-25, Asilomar, CA.
Citi, Luca (2015) Elastic-net constrained multiple kernel learning using a majorization-minimization approach. In: 2015 7th Computer Science and Electronic Engineering (CEEC), 2015-09-24 - 2015-09-25.
Citi, Luca and Olariu, Claudia and Barbieri, Riccardo (2015) A LightWAVE client for semi-automated annotation of Heart Beats from ECG Time Series. In: 2015 Computing in Cardiology Conference (CinC), 2015-09-06 - 2015-09-09.
Barbieri, Riccardo and Valenza, Gaetano and Citi, Luca and Placidi, Fabio and Izzi, Francesca and Albanese, Maria and Marciani, Maria Grazia and Guerrisi, Maria and Romigi, Andrea and Toschi, Nicola (2015) Lower instantaneous entropy of heartbeat dynamics during seizures in untreated temporal lobe epilepsy. In: 2015 Computing in Cardiology Conference (CinC), 2015-09-06 - 2015-09-09.
Valenza, Gaetano and Orini, Michele and Citi, Luca and Minchole, Ana and Pueyo, Ester and Laguna, Pablo and Barbieri, Riccardo (2014) Assessing instantaneous QT variability dynamics within a point-process nonlinear framework. In: 2014 8th Conference of the European Study Group on Cardiovascular Oscillations (ESGCO), 2014-05-25 - 2014-05-28.
Valenza, Gaetano and Citi, Luca and Scilingo, Enzo Pasquale and Barbieri, Riccardo (2014) Defining an instantaneous complexity measure for heartbeat dynamics: The inhomogeneous point-process entropy. In: 2014 8th Conference of the European Study Group on Cardiovascular Oscillations (ESGCO), 2014-05-25 - 2014-05-28.
Valenza, G and Citi, L and Scilingo, EP and Barbieri, R (2014) Assessment of dynamic autonomic changes with posture using instantaneous entropy measures. In: UNSPECIFIED, ? - ?.
Barbieri, R and Valenza, G and Citi, L and Guerrisi, M and Orsolini, S and Tessa, C and Diciotti, S and Toschi, N (2014) Lower instantaneous entropy of heartbeat dynamics characterizes cognitive impairment in Parkinson's disease. In: UNSPECIFIED, ? - ?.
Citi, L and Guffanti, G and Mainardi, L (2014) Rank-based multi-scale entropy analysis of heart rate variability. In: UNSPECIFIED, ? - ?.
Orini, M and Citi, L and Hanson, BM and Taggart, P and Lambiase, PD (2013) Characterization of the causal interactions between depolarization and repolarization temporal changes in unipolar electrograms. In: UNSPECIFIED, ? - ?.
Barbieri, R and Citi, L and Valenza, G and Guerrisi, M and Orsolini, S and Tessa, C and Diciotti, S and Toschi, N (2013) Increased instability of heartbeat dynamics in Parkinson's disease. In: UNSPECIFIED, ? - ?.
Cinel, C and Poli, R and Citi, L and Roberson, D (2013) An exploration of the effects of audio-visual entrainment on Parkinson's disease tremor. In: 2013 6th International IEEE/EMBS Conference on Neural Engineering (NER), 2013-11-06 - 2013-11-08.
Valenza, G and Citi, L and Scilingo, EP and Barbieri, R (2013) Instantaneous Bispectral Characterization of the Autonomic Nervous System through a Point-Process Nonlinear Model. In: UNSPECIFIED, ? - ?.
Citi, L and Barbieri, R (2012) PhysioNet 2012 Challenge: Predicting mortality of ICU patients using a cascaded SVM-GLM paradigm. In: UNSPECIFIED, ? - ?.
Orini, M and Valenza, G and Citi, L and Barbieri, R (2012) Tetravariate point-process model for the continuous characterization of cardiovascular-respiratory dynamics during passive postural changes. In: UNSPECIFIED, ? - ?.
Citi, L and Brown, EN and Barbieri, R (2011) A point process local likelihood algorithm for robust and automated heart beat detection and correction. In: UNSPECIFIED, ? - ?.
Pani, Danilo and Usai, Francesco and Citi, Luca and Raffo, Luigi (2011) Real-time processing of tfLIFE neural signals on embedded DSP platforms: A case study. In: 5th International IEEE/EMBS Conference on Neural Engineering (NER 2011), 2011-04-27 - 2011-05-01.
Poli, Riccardo and Cinel, Caterina and Citi, Luca and Salvaris, Mathew (2011) A genetic programming approach to detecting artifact-generating eye movements from EEG in the absence of electro-oculogram. In: 5th International IEEE/EMBS Conference on Neural Engineering (NER 2011), 2011-04-27 - 2011-05-01.
Citi, Luca and Poli, Riccardo and Cinel, Caterina (2010) High-Significance Averages of Event-Related Potential Via Genetic Programming. In: UNSPECIFIED, ? - ?.
Citi, Luca and Poli, Riccardo and Cinel, Caterina (2009) Exploiting P300 amplitude variations can improve classification accuracy in Donchin's BCI speller. In: 2009 4th International IEEE/EMBS Conference on Neural Engineering (NER), 2009-04-29 - 2009-05-02.
Poli, Riccardo and McPhee, Nicholas F and Citi, Luca and Crane, Ellery (2009) Memory with Memory in Tree-Based Genetic Programming. In: UNSPECIFIED, ? - ?.
Yoshida, Ken and Kurstjens, Mathijs and Citi, Luca and Koch, Klaus Peter and Micera, Silvestro (2007) Recording experience with the thin-film Longitudinal Intra-Fascicular Electrode, a multichannel peripheral nerve interface. In: 2007 IEEE 10th International Conference on Rehabilitation Robotics, 2007-06-13 - 2007-06-15.
Menon, C and De Negueruela, C and Millán, JDR and Tonet, O and Carpi, F and Broschart, M and Ferrez, P and Buttfield, A and Dario, P and Citi, L and Laschi, C and Tombini, M and Seplveda, F and Poli, R and Palaniappan, R and Tecchio, F and Rossini, PM and De Rossi, D (2006) Prospects of brain-machine interfaces for space system control. In: UNSPECIFIED, ? - ?.
Citi, L and Poli, R and Cinel, C (2006) Analogue P300-based BCI pointing device. In: Proceedings of the 3rd International BCI Workshop and Training Course, ? - ?, Graz.
Citi, L and Carpaneto, J and Yoshida, K and Hoffmann, KP and Koch, KP and Dario, P and Micera, S (2006) Characterization of tfLIFE Neural Response for the Control of a Cybernetic Hand. In: The First IEEE/RAS-EMBS International Conference on Biomedical Robotics and Biomechatronics, 2006. BioRob 2006., 2006-02-20 - 2006-02-22.
Cinel, C and Poli, R and Citi, L (2004) Possible sources of perceptual errors in P300-based speller paradigm. In: Proceedings of the 2nd International BCI Workshop and Training Course, ? - ?, Graz.
Citi, L and Poli, R and Sepulveda, F (2004) An evolutionary approach to feature selection and classification in P300-based BCI. In: Proceedings of the 2nd International BCI workshop and Training Course, ? - ?, Graz.