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Article

Yilmaz, Ahmet and Poli, Riccardo (2022) Successfully and Efficiently Training Deep Multi-layer Perceptrons with Logistic Activation Function Simply Requires Initializing the Weights with an Appropriate Negative Mean. Neural Networks, 153. pp. 87-103. DOI https://doi.org/10.1016/j.neunet.2022.05.030

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

Valeriani, Davide and Ayaz, Hasan and Kosmyna, Nataliya and Poli, Riccardo and Maes, Pattie (2021) Editorial: Neurotechnologies for Human Augmentation. Frontiers in Neuroscience, 15. 789868-. DOI https://doi.org/10.3389/fnins.2021.789868

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

Rybář, Milan and Poli, Riccardo and Daly, Ian (2021) Decoding of semantic categories of imagined concepts of animals and tools in fNIRS. Journal of Neural Engineering, 18 (4). 046035-046035. DOI https://doi.org/10.1088/1741-2552/abf2e5

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

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

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

Valeriani, Davide and Poli, Riccardo (2019) Cyborg groups enhance face recognition in crowded environments. PLoS ONE, 14 (3). e0212935-e0212935. DOI https://doi.org/10.1371/journal.pone.0212935

Cinel, Caterina and Valeriani, Davide and Poli, Riccardo (2019) Neurotechnologies for Human Cognitive Augmentation: Current State of the Art and Future Prospects. Frontiers in Human Neuroscience, 13 (13). 13-. DOI https://doi.org/10.3389/fnhum.2019.00013

Valeriani, Davide and Cinel, Caterina and Poli, Riccardo (2019) Brain–Computer Interfaces for Human Augmentation. Brain Sciences, 9 (2). p. 22. DOI https://doi.org/10.3390/brainsci9020022

Valeriani, Davide and Cinel, Caterina and Poli, Riccardo (2017) Group Augmentation in Realistic Visual-Search Decisions via a Hybrid Brain-Computer Interface. Scientific Reports, 7 (1). 7772-. DOI https://doi.org/10.1038/s41598-017-08265-7

Valeriani, Davide and Poli, Riccardo and Cinel, Caterina (2017) Enhancement of group perception via a collaborative brain-computer interface. IEEE Transactions on Biomedical Engineering, 64 (6). pp. 1238-1248. DOI https://doi.org/10.1109/TBME.2016.2598875

Matran-Fernandez, Ana and Poli, Riccardo (2017) Towards the automated localisation of targets in rapid image-sifting by collaborative brain-computer interfaces. PLoS ONE, 12 (5). e0178498-e0178498. DOI https://doi.org/10.1371/journal.pone.0178498

Matran-Fernandez, Ana and Poli, Riccardo (2017) Brain-Computer Interfaces for Detection and Localization of Targets in Aerial Images. IEEE Transactions on Biomedical Engineering, 64 (4). pp. 959-969. DOI https://doi.org/10.1109/TBME.2016.2583200

Koohestani, Behrooz and Poli, Riccardo (2015) Addressing the envelope reduction of sparse matrices using a genetic programming system. Computational Optimization and Applications, 60 (3). pp. 789-814. DOI https://doi.org/10.1007/s10589-014-9688-2

Koohestani, Behrooz and Poli, Riccardo (2014) Evolving an Improved Algorithm for Envelope Reduction Using a Hyper-Heuristic Approach. IEEE Transactions on Evolutionary Computation, 18 (4). pp. 543-558. DOI https://doi.org/10.1109/tevc.2013.2281512

Poli, Riccardo and Valeriani, Davide and Cinel, Caterina (2014) Collaborative Brain-Computer Interface for Aiding Decision-Making. PLoS ONE, 9 (7). e102693-e102693. DOI https://doi.org/10.1371/journal.pone.0102693

Turkey, Mikdam and Poli, Riccardo (2014) A Model for Analysing the Collective Dynamic Behaviour and Characterising the Exploitation of Population-Based Algorithms. Evolutionary Computation, 22 (1). pp. 159-188. DOI https://doi.org/10.1162/evco_a_00107

Poli, Riccardo and Galvan-Lopez, Edgar (2012) The Effects of Constant and Bit-Wise Neutrality on Problem Hardness, Fitness Distance Correlation and Phenotypic Mutation Rates. IEEE Transactions on Evolutionary Computation, 16 (2). pp. 279-300. DOI https://doi.org/10.1109/tevc.2011.2132726

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

Graff, Mario and Poli, Riccardo (2010) Practical performance models of algorithms in evolutionary program induction and other domains. Artificial Intelligence, 174 (15). pp. 1254-1276. DOI https://doi.org/10.1016/j.artint.2010.07.005

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

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

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

Poli, R (2009) Mean and Variance of the Sampling Distribution of Particle Swarm Optimizers During Stagnation. IEEE Transactions on Evolutionary Computation, 13 (4). pp. 712-721. DOI https://doi.org/10.1109/tevc.2008.2011744

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

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

Stephens, Christopher R and Poli, Riccardo (2007) Coarse-Grained Dynamics for Generalized Recombination. IEEE Transactions on Evolutionary Computation, 11 (4). pp. 541-557. DOI https://doi.org/10.1109/tevc.2006.884043

Book Section

Matran-Fernandez, A and Valeriani, D and Poli, R (2016) Toward BCIs Out of the Lab: Impact of Motion Artifacts on Brain-Computer Interface Performance. In: Wireless Medical Systems and Algorithms: Design and Applications. CRC Press, pp. 219-240. ISBN 978-1-4987-0076-4.

Poli, R and McPhee, NF (2014) Parsimony pressure made easy: Solving the problem of bloat in GP. In: Natural Computing Series. UNSPECIFIED, pp. 181-204. ISBN 978-3-642-33205-0.

Poli, Riccardo and Koza, John (2014) Genetic Programming. In: Search Methodologies. Springer US, pp. 143-185. ISBN 9781461469391. Official URL: http://dx.doi.org/10.1007/978-1-4614-6940-7_6

Poli, Riccardo and Stephens, Christopher R (2014) Taming the Complexity of Natural and Artificial Evolutionary Dynamics. In: Evolution, Complexity and Artificial Life. Springer Berlin Heidelberg, pp. 19-39. ISBN 9783642375767. Official URL: http://dx.doi.org/10.1007/978-3-642-37577-4_2

Monograph

Matran-Fernandez, A and Poli, R (2014) CES-533: Analysis of the Event-related Potentials induced by cuts in feature movies and evaluation of the possibility of using such ERPs for understanding the effects of cuts on viewers. UNSPECIFIED. CES-533, University of Essex, Colchester.

Poli, R and Valeriani, D and Cinel, C (2014) CES-530: Collaborative Brain-Computer Interface for Aiding Decision-making. UNSPECIFIED. CES-530, University of Essex, Colchester.

Poli, R and Matran-Fernandez, A (2014) CES-531: Collaborative Brain-Computer Interfaces for Target Detection and Localisation in Rapid Serial Visual Presentation. UNSPECIFIED. CES-531, University of Essex, Colchester.

Poli, R and McPhee, NF (2008) CES-479 A Linear Estimation-of-Distribution GP System. UNSPECIFIED. CES-479, Colchester.

Poli, R and McPhee, NF (2008) CES-480 Covariant Parsimony Pressure for Genetic Programming. UNSPECIFIED. CES-480, University of Essex, Colchester.

Poli, R (2007) CSM-465: The Sampling Distribution of Particle Swarm Optimisers and their Stability. UNSPECIFIED. CSM-465, University of Essex, Colchester.

Poli, R and Langdon, WB and Dignum, S (2006) CSM-464: On the Limiting Distribution of Program Sizes in Tree-based Genetic Programming. UNSPECIFIED. CSM-464, University of Essex, Colchester.

Poli, R and Stephens, CR (2005) CSM-426: Theoretical Analysis of Generalised Recombination. UNSPECIFIED. CSM-426, University of Essex, Colchester.

Poli, R and Stephens, CR (2005) CSM-427: Coarse Graining in an Evolutionary Algorithm with Recombination, Duplication and Inversion. UNSPECIFIED. CSM-427, University of Essex, Colchester.

Poli, R and Langdon, WB (2005) CSM-425: Backward-Chaining Genetic Programming. UNSPECIFIED. CSM-425, University of Essex, Colchester.

Langdon, WB and Poli, R (2005) CSM-423 - Evolutionary Solo Pong Players. UNSPECIFIED. CSM-423, University of Essex, Colchester.

Poli, R and Moraglio, A (2005) CSM-430: Geometric Landscape of Homologous Crossover for Syntactic Trees. UNSPECIFIED. CSM-430, University of Essex, Colchester.

Poli, R and Moraglio, A (2005) CSM429: Abstract Geometric Crossover for the Permutation Representation. UNSPECIFIED. CSM-429, University of Essex, Colchester.

Poli, R and Dignum, S (2004) CSM-400 - Multi-agent Foreign Exchange Market Modelling via GP. UNSPECIFIED. CSM-400, University of Essex, Colchester.

Poli, R and Freitag McPhee, N (2002) CSM-365 - Using schema theory to explore interactions of multiple operators. UNSPECIFIED. CSM-365, University of Essex, Colchester.

Conference or Workshop Item

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.

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.

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.

Valeriani, D and Cinel, C and Poli, R (2017) Augmenting Group Performance in Target-Face Recognition via Collaborative Brain-Computer Interfaces for Surveillance Applications. In: 8th International IEEE EMBS Neural Engineering Conference (NER), 2017-05-25 - 2017-05-28, Shanghai.

Valeriani, D and Cinel, C and Poli, R (2017) A Collaborative BCI Trained to Aid Group Decisions in a Visual Search Task Works Well with Similar Tasks. In: 1st Biannual Neuroadaptive Technology Conference (NAT'17), ? - ?, Berlin.

Valeriani, D and Cinel, C and Poli, R (2016) Hybrid Collaborative Brain-Computer Interfaces to Augment Group Decision Making. In: 1st International Conference on Neuroergonomics, ? - ?, Paris.

Matran-Fernandez, Ana and Poli, Riccardo (2015) Event-Related Potentials induced by cuts in feature movies and their exploitation for understanding cut efficacy. In: 2015 7th International IEEE/EMBS Conference on Neural Engineering (NER), 2015-04-22 - 2015-04-24.

Valeriani, Davide and Poli, Riccardo and Cinel, Caterina (2015) A collaborative Brain-Computer Interface for improving group detection of visual targets in complex natural environments. In: 2015 7th International IEEE/EMBS Conference on Neural Engineering (NER), 2015-04-22 - 2015-04-24.

Valeriani, Davide and Poli, Riccardo and Cinel, Caterina (2015) A collaborative Brain-Computer Interface to improve human performance in a visual search task. In: 2015 7th International IEEE/EMBS Conference on Neural Engineering (NER), 2015-04-22 - 2015-04-24.

Andreou, Dimitrios and Poli, Riccardo (2014) Clustering simulated Event-Related Potentials based on similarity of centroids. In: 2014 6th Computer Science and Electronic Engineering Conference (CEEC), 2014-09-25 - 2014-09-26.

Matran-Fernandez, Ana and Poli, Riccardo (2014) Collaborative brain-computer interfaces for target localisation in rapid serial visual presentation. In: 2014 6th Computer Science and Electronic Engineering Conference (CEEC), 2014-09-25 - 2014-09-26.

Turkey, M and Poli, R (2014) A model for characterising the collective dynamic behaviour of evolutionary algorithms. In: UNSPECIFIED, ? - ?.

Matran-Fernandez, Ana and Poli, Riccardo and Cinel, Caterina (2013) Collaborative brain-computer interfaces for the automatic classification of images. In: 2013 6th International IEEE/EMBS Conference on Neural Engineering (NER), 2013-11-06 - 2013-11-08.

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.

Stoica, A and Matran-Fernandez, A and Andreou, D and Poli, R and Cinel, C and Iwashita, Y and Padgett, C (2013) Multi-brain fusion and applications to intelligence analysis. In: SPIE Defense, Security, and Sensing, ? - ?.

Poli, Riccardo and Cinel, Caterina and Matran-Fernandez, Ana and Sepulveda, Francisco and Stoica, Adrian (2013) Towards cooperative brain-computer interfaces for space navigation. In: IUI '13: 18th International Conference on Intelligent User Interfaces, ? - ?.

Poli, Riccardo and Cinel, Caterina and Sepulveda, Francisco and Stoica, Adrian (2013) Improving decision-making based on visual perception via a collaborative brain-computer interface. In: 2013 IEEE International Multi-Cognitive Methods in SituationDisciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support (CogSIMA 2013), 2013-02-25 - 2013-02-28, IEEE.

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, ? - ?.

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.

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.