Romy Lorenz

Cognitive Neuroscience – Neuroadaptive Technology – Art x Neuroscience

Publications

Here you find an up-to-date list of my publications in peer-reviewed journals (principal in Neuroscience) and peer-reviewed conference proceedings (principal in Engineering/Computer Science) as well as a list of conference talks.


Journal Papers

Lorenz R, Hampshire A, Leech R (2017). Neuroadaptive Bayesian optimization and hypothesis testing. Trends in Cognitive Sciences, 21(3): 155-167

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

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

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

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

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

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

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

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

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

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

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


Journal papers – in progress

Lorenz R, Violante IR, Monti RP, Montana G, Hampshire A, Leech R. Dissociating frontoparietal networks using neuroadaptive Bayesian optimization. Under revision, preprint available on bioRxiv.

Lorenz R, Simmons L, Monti RP, Arthur J, Limal S, Leech R, Violante IR. Assessing tACS-induced phosphene perception using adaptive Bayesian optimization. Under revision, preprint available on bioRxiv.

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. Under review, preprint available on bioRxiv.

Lorenz R, Monti RP, Koush Y, Sharp D, Montana G, Hampshire A, Leech R, Violante IR. Towards tailoring non-invasive stimulation using neuroadaptive Bayesian optimization. In preparation.

Evans L, Lorenz R, Roseman L, Feilding A, Nutt DJ, Leech R, Carhart-Harris RL, Kaelen M. Changes in music-evoked brain activity and emotion after psilocybin-assisted therapy for depression. In preparation.


 Conference Papers

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).

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 optimization5th NIPS Workshop on Machine Learning and Interpretation in Neuroimaging: Beyond the Scanner.

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).

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 Data5th International Workshop on Pattern Recognition in Neuroimaging (PRNI).

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.


Conference Talks

Lorenz R, Violante IR, Monti R, Montana G, Hamshire A, Leech R (2017). Fractioning frontoparietal brain networks using neuroadaptive Bayesian optimization. Organization for Human Brain Mapping Annual Meeting 2017, 30.6.2017, Vancouver, Canada, slides available on figshare.

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), 23.06.2016, Trento, Italy.

Lorenz R, Monti RP, Leech R, Anagnostopoulos C, Montana G (2016). Text-mining the Neurosynth corpus using Deep Boltmann Machines. 6th International Workshop on Pattern Recognition in Neuroimaging (PRNI), 22.06.2016, Trento, Italy.

Lorenz R, Monti RP, Violante IR, Anagnostopoulos C, Faisal AA, Montana G, Leech R (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, 11.12.2015, Montreal, Canada.

Lorenz R, Monti RP, Violante IR, Anagnostopoulos C, Faisal AA, Montana G, Leech R (2015). The Automatic Neuroscientist: towards optimising patient-tailored cognitive rehabilitation therapy. International Conference on Brain Informatics & Health, 30.08.2015, London, UK.

Lorenz R, Pascual J, Blankertz B, Vidaurre C (2013). Assessing the User Experience with Hybrid BCIs. 4th TOBI Workshop – Practical Brain-Computer Interfaces for End-Users: Progress and Challenges, 23.01.2013, Sion, Switzerland.


Book Chapters

Zander TO, Brönstrup J, Lorenz R, Krol LR (2014).Towards BCI-based Implicit Control in Human-Computer Interaction. In S Fairclough and K Gilleade (eds), Advances in Physiological Computing, HumanComputer Interaction Series (pp.67-90). Springer: London.