Romy Lorenz

Cognitive Neuroscience & Neurotechnology

Papers

Journal Papers
  1. Ouyang G, Dien J & Lorenz R (2021). Handling EEG artifacts and searching individually optimal experimental parameter in real-time: A system development and demonstration. Journal of Neural Engineering, in press
  2. Lorenz R, Johal M, Dick F, Hampshire A, Leech R, Geranmayeh F (2021). A Bayesian optimisation approach for rapidly mapping residual network function in stroke. Brain, awab109
  3. Monti RP, Gibberd A, Roy S, Nunes M, Lorenz R, Leech R, Ogawa T, Kawanabe M, Hyvarinen A (2020). Interpretable brain age prediction using linear latent variable models of functional connectivity. PLoS ONE 15(6): e0232296.
  4. Lorenz R, Simmons L, Monti RP, Arthur J, Limal S, Leech R, Violante IR. (2019). Efficiently searching through large tACS parameter spaces using closed-loop Bayesian optimization. Brain Stimulation, 12(6): 1484-1489.
  5. Lorenz R, Violante IR, Monti RP, Montana G, Hampshire A, Leech R (2018). Dissociating frontoparietal networks using neuroadaptive Bayesian optimization, Nature Communications, 9(1): 122
  6. Cole JH, Lorenz R, Geranmayeh F, Wood T, Hellyer P, Williams S, Turkheimer F (2018). Active Acquisition for multimodal neuroimaging. Wellcome Open Research, 3:145
  7. Lancaster J, Lorenz R, Leech R & Cole JH (2018). Bayesian Optimization for Neuroimaging Pre-processing in Brain Age Classification and Prediction, Frontiers in Aging Neuroscience, 10:28.
  8. Haijen E, Kaelen M, Roseman L, Timmermann C, Russ S, Nutt D, Daws RE, Hampshire A, Lorenz R & Carhart-Harris R (2018). Predicting responses to psychedelics: a prospective study. Frontiers in Pharmacology, doi:10.3389/fphar.2018.00897
  9. Lorenz R, Hampshire A, Leech R (2017). Neuroadaptive Bayesian optimization and hypothesis testing, Trends in Cognitive Sciences, 21(3): 155-167
  10. Monti RP, Lorenz R, Braga RM, Anagnostopoulos C, Leech R, Montana G (2017). Real-time estimation of dynamic functional connectivity networks, Human Brain Mapping, 38:202-220
  11. Monti RP, Lorenz R, Hellyer P, Leech R, Anagnostopoulos C, Montana G (2017). Decoding time-varying functional connectivity networks via linear graph embedding methods, Frontiers in Computational Neuroscience, 11:14
  12. Violante IR, Li LM, Carmichael DW, Lorenz R, Leech R, Hampshire A, Rothwell JC, Sharp, DJ (2017). Externally induced frontoparietal synchronization modulates network dynamics and enhances working memory performance, Elife, 6:e22001
  13. Lorenz R, Monti RP, Violante IR, Anagnostopoulos C, Faisal AA, Montana G, Leech R (2016). The Automatic Neuroscientist: A framework for optimizing experimental design with closed-loop real-time fMRI, NeuroImage 129: 320-334
  14. Dinov M, Lorenz R, Scott G, Fagerholm E, Sharp DJ, Leech R (2016). Novel modeling of task versus rest brain state predictability using dynamic time warping: comparisons and contrasts with DFT, EEG avalanches, EEG microstates and BOLD dynamics, Frontiers in Computational Neuroscience, 10:46
  15. Zander TO, Shetty K, Lorenz R, Leff DR, Krol LR, Darzi AW, Gramann K, Yang G-Z (2016). Automated Task Load Detection with Electroencephalography: Towards Passive Brain-Computer Interfacing in Robotic Surgery, Journal of Medical Robotics Research, 2(1):1750003
  16. Kaelen M, Roseman L, Kahan J, Ribeiros AS, Orban C, Lorenz R et al. (2016). LSD enhances music-induced imagery via changes in parahippocampal connectivity, European Neuropsychopharmacology, 26(7):1099-109
  17. Fagerholm E, Lorenz R, Scott G, Dinov M, Hellyer P, Mirzaei N, Lesson C, Carmichael D, Sharp D, Shew W, Leech R (2015). Cascades and cognitive state: focused attention incurs subcritical brain dynamics, Journal of Neuroscience, 35(11): 4626-4634
  18. Kaelen M, Barrett FS, Roseman L, Lorenz R, Family N, Bolstridge M, Curran HV, Feilding A, Nutt DJ, Carhart-Harris RL (2015). LSD enhances the emotional response to music, Psychopharmacology, 232(19): 3607-3614
  19. Lorenz R, Pascual J, Blankertz B, Vidaurre C (2014). Towards a holistic assessment of the user experience with hybrid BCIs, Journal of Neural Engineering, 11(3): 035007
  20. Vidaurre C, Pascual J, Ramos-Murguialday A, Lorenz R, Blankertz B, Birbaumer N, Mueller K-R (2013). Neuromuscular electrical stimulation induced brain patterns to decode motor imagery, Clinical Neurophysiology, 124(9): 1824-1834
Conference Papers
  1. Costa PF, Lorenz R, Monti RP, Jones E, Leech R (2020). Bayesian optimization for real-time, automatic design of face stimuli in human centred research. 7th ICML Workshop on Automated Machine Learning.
  2. Costa PF, Popescu S, Leech R, Lorenz R (2019). Elucidating Cognitive Processes using LSTMs, Cognitive Computational Neuroscience Conference 2019.
  3. Lorenz R*, Monti RP*, Hampshire A, Koush Y, Anagnostopoulos C, Faisal A, Sharp D, Montana G, Leech R, Violante IR (2016). Towards tailoring non-invasive brain stimulation using real-time fMRI and Bayesian optimization, 6th International Workshop on Pattern Recognition in Neuroimaging (PRNI).
  4. Monti RP, Lorenz R, Leech R, Anagnostopoulos C, Montana G (2016). Text-mining the NeuroSynth corpus using Deep Boltzmann Machines, 6th International Workshop on Pattern Recognition in Neuroimaging (PRNI).
  5. Lorenz R*, Monti RP*, Violante IR, Faisal A, Anagnostopoulos C, Leech R, Montana G (2015). Stopping criteria for boosting automatic experimental design using real-time fMRI with Bayesian optimization, 5th NIPS Workshop on Machine Learning and Interpretation in Neuroimaging: Beyond the Scanner.
  6. Monti RP, Lorenz R, Hellyer P, Leech R, Anagnostopoulos C, Montana G (2015). Graph Embeddings of Dynamic Functional Connectivity Reveal Discriminative Patterns of Task Engagement in HCP Data, 5th International Workshop on Pattern Recognition in Neuroimaging (PRNI).
  7. Pascual J, Lorenz R, Blankertz B, Vidaurre C (2013). Hybrid EEG-Based BCI User Interface for Action Selection. In Pons JL, Torricelli D, Pajaro M (eds.) Converging Clinical & Engineering Research on Neurorehabilitation, BIOSYSROB 1 (pp. 1171-1176). Springer: Berlin, Heidelberg.
Preprints

Lorenz R*, Kaelen M*, Barrett F, Roseman L, Santos-Ribeiro A, Evans L, Feildling A, Nutt D, Carhart-Harris R, Leech. Effects of LSD on music-evoked brain activity. Preprint available on bioRxiv

Ciric R, Lorenz R, Thompson WH, Goncalves M, MacNicol E, Markiewicz CJ, Halchenko YO, Ghosh SS, Gorgolewski KJ, Poldrack RA, & Esteban O. TemplateFlow: a community archive of imaging templates and atlases for improved consistency in neuroimaging. In submission, preprint available on bioRxiv

Araña-Oiarbide G, Daws R, Lorenz R, Violante IR, Hampshire A. Preferential activation of the posterior default-mode network with sequentially predictable task switches. In submission, preprint available on bioRxiv

Mew BG, Custovic D, Soreq E, Lorenz R, Violante R, Sandrone S, Hampshire A. Mapping the coming and distinct neural correlates of visual, rule and motor conflict. In submission, preprint available on bioRxiv