Publications
For an overview of the research in the lab, see the front page, or alternatively take a look at our research theme visualisations.
- Auditory (25 papers)
- Brian (14 papers)
- Ecology (1 paper)
- Learning (12 papers)
- Machine learning (27 papers)
- Mathematics (2 papers)
- Metascience (4 papers)
- Modelling (25 papers)
- Multimodal (1 paper)
- Neural data analysis (4 papers)
- Neural simulation (17 papers)
- Neuroinformatics (28 papers)
- Neuroscience (58 papers)
- Plasticity (5 papers)
- Sensory (28 papers)
- Software (32 papers)
- Sound localisation (12 papers)
- Spike sorting (2 papers)
- Spiking (33 papers)
- Virtual reality (5 papers)
- Visual (2 papers)
- Visualisation (5 papers)
All publications
2024
-
Ghosh M, et al.
Spiking neural network models of sound localisation via a massively collaborative process.
Preprint -
Ghosh M, Béna G, Bormuth V, Goodman DFM (2024)
Nonlinear fusion is optimal for a wide class of multisensory tasks.
PLoS Computational Biology -
Habashy KG, Evans BD, Goodman DFM, Bowers JS
Adapting to time: why nature evolved a diverse set of neurons.
Preprint
2023
-
Perez N (2023)
Robust and efficient training on deep spiking neural networks.
PhD thesis, Imperial College London
2022
-
Goodman D, Fiers T, Gao R, Ghosh M, Perez N (2022)
Spiking Neural Network Models in Neuroscience - Cosyne Tutorial 2022.
Zenodo -
Weerts L, Rosen S, Clopath C, Goodman DFM
The Psychometrics of Automatic Speech Recognition.
Preprint -
Engel I, Goodman DFM, Picinali L (2022)
Assessing HRTF preprocessing methods for Ambisonics rendering through perceptual models.
Acta Acustica
2021
-
Perez-Nieves N, Goodman DFM (2021)
Sparse spiking gradient descent.
Advances in Neural Information Processing Systems -
Perez-Nieves N, Leung VCH, Dragotti PL, Goodman DFM (2021)
Neural heterogeneity promotes robust learning.
Nature Communications -
Su Y, Chung Y, Goodman DFM, Hancock KE, Delgutte B (2021)
Rate and Temporal Coding of Regular and Irregular Pulse Trains in Auditory Midbrain of Normal‑Hearing and Cochlear‑Implanted Rabbits.
Journal of the Association for Research in Otolaryngology -
Zheng JX, Pawar S, Goodman DFM (2021)
Further Towards Unambiguous Edge Bundling: Investigating Power-Confluent Drawings for Network Visualization.
IEEE Transactions on Visualization and Computer Graphics -
Engel I (2021)
Improving binaural audio techniques for augmented reality.
PhD thesis, Imperial College London -
Achakulvisut T, et al. (2021)
Towards democratizing and automating online conferences: lessons from the Neuromatch conferences.
Trends in Cognitive Sciences -
Zenke F, et al. (2021)
Visualizing a joint future of neuroscience and neuromorphic engineering.
Neuron -
Weerts L (2021)
Features of hearing: applications of machine learning to uncover the building blocks of hearing.
PhD thesis, Imperial College London -
Zheng JX (2021)
Advances in network visualisation with an application to serious games.
PhD thesis, Imperial College London
2020
-
Stimberg M, Goodman DFM, Nowotny T (2020)
Brian2GeNN: a system for accelerating a large variety of spiking neural networks with graphics hardware.
Scientific Reports -
Achakulvisut T, Ruangrong T, Acuna DE, Wyble B, Goodman D, Kording K (2020)
neuromatch: Algorithms to match scientists.
eLife Labs -
Achakulvisut T, et al. (2020)
Point of View: Improving on legacy conferences by moving online.
eLife -
Hathway P (2020)
Biologically-inspired machine learning approaches to large-scale neural data analysis.
PhD thesis, Imperial College London
2019
-
Stimberg M, Goodman DFM, Brette R, De Pittà M (2019)
Modeling neuron-glia interactions with the Brian 2 simulator.
Springer -
Chu Y, Goodman DFM (2019)
An Inference Network Model for Goal-directed Attentional Selection.
Cognitive Computational Neuroscience -
Engel I, Goodman DFM, Picinali L (2019)
The Effect of Auditory Anchors on Sound Localization: A Preliminary Study.
Immersive and Interactive Audio -
Stimberg M, Brette R, Goodman DFM (2019)
Brian 2, an intuitive and efficient neural simulator.
eLife -
Weerts L, Clopath C, Goodman DFM (2019)
A Unifying Framework for Neuro-Inspired, Data-Driven Detection of Low-Level Auditory Features.
Cognitive Computational Neuroscience -
Steadman MA, Kim C, Lestang JH, Goodman DFM, Picinali L (2019)
Short-term effects of sound localization training in virtual reality.
Scientific Reports -
Perez-Nieves N, Leung VCH, Dragotti PL, Goodman DFM (2019)
Advantages of heterogeneity of parameters in spiking neural network training.
Cognitive Computational Neuroscience -
Lestang J-H (2019)
The role of canonical neural computations in sound localization.
PhD thesis, Imperial College London - + 5 conference papers
2018
-
Blundell I, et al. (2018)
Code Generation in Computational Neuroscience: A Review of Tools and Techniques.
Frontiers in Neuroinformatics -
Zheng JX, Pawar S, Goodman DFM (2018)
Confluent* Drawings by Hierarchical Clustering.
Graph Drawing and Network Visualization -
Dietz M, et al. (2018)
A framework for testing and comparing binaural models.
Hearing Research -
Zheng JX, Pawar S, Goodman DFM (2018)
Graph Drawing by Stochastic Gradient Descent.
IEEE Transactions on Visualization and Computer Graphics -
Goodman DFM, Winter IM, Léger AC, de Cheveigné A, Lorenzi C (2018)
Modelling firing regularity in the ventral cochlear nucleus: mechanisms, and effects of stimulus level and synaptopathy.
Hearing Research -
Chungeun K, Steadman M, Lestang JH, Goodman DFM, Picinali L (2018)
A VR-Based Mobile Platform for Training to Non-Individualized Binaural 3D Audio.
Audio Engineering Society - + 2 conference papers
2017
-
Goodman DF (2017)
On the use of hypothesis-driven reduced models in auditory neuroscience.
Acoustical Society of America -
Dietz M, et al. (2017)
An initiative for testability and comparability of binaural models.
Acoustical Society of America -
Lestang JH, Goodman DF (2017)
The roles of inhibition and adaptation for spatial hearing in difficult listening conditions.
Acoustical Society of America - + 3 conference papers
2016
-
Dietz M, et al. (2016)
A framework for auditory model comparability and applicability.
Acoustical Society of America -
Rossant C, et al. (2016)
Spike sorting for large, dense electrode arrays.
Nature Neuroscience - + 1 conference paper
2015
-
Goodman DFM, de Cheveigné A, Winter IM, Lorenzi C (2015)
Downstream changes in firing regularity following damage to the early auditory system.
Computational Neuroscience - + 1 conference paper
2014
-
Stimberg M, Goodman DFM, Benichoux V, Brette R (2014)
Equation-oriented specification of neural models for simulations.
Frontiers in Neuroinformatics -
Kadir SN, Goodman DFM, Harris KD (2014)
High-dimensional cluster analysis with the masked EM algorithm.
Neural Computation
2013
-
Goodman DFM, Benichoux V, Brette R (2013)
Decoding neural responses to temporal cues for sound localization.
eLife -
Rossant C, Fontaine B, Goodman DFM (2013)
Playdoh: a lightweight Python package for distributed computing and optimisation.
Journal of Computational Science
2012
-
Brette R, Goodman DFM (2012)
Simulating spiking neural networks on GPU.
Network: Computation in Neural Systems
2011
-
Fontaine B, Goodman DFM, Benichoux V, Brette R (2011)
Brian Hears: online auditory processing using vectorisation over channels.
Frontiers in Neuroinformatics -
Rossant C, Goodman DFM, Fontaine B, Platkiewicz J, Magnusson AK, Brette R (2011)
Fitting neuron models to spike trains.
Frontiers in Neuroscience -
Kremer Y, Léger J-F, Goodman D, Brette R, Bourdieu L (2011)
Late emergence of the vibrissa direction selectivity map in the rat barrel cortex.
Journal of Neuroscience -
Brette R, Goodman DFM (2011)
Vectorised algorithms for spiking neural network simulation.
Neural Computation
2010
-
Goodman DFM, Brette R (2010)
Learning to localise sounds with spiking neural networks.
Advances in Neural Information Processing Systems -
Rossant C, Goodman DFM, Platkiewicz J, Brette R (2010)
Automatic fitting of spiking neuron models to electrophysiological recordings.
Frontiers in Neuroinformatics -
Fletcher A, Goodman DFM (2010)
Quasiregular mappings of polynomial type in R2.
Conformal Geometry and Dynamics -
Goodman DFM, Brette R (2010)
Spike-timing-based computation in sound localization.
PLoS Computational Biology
2009
-
Brette R, Goodman D (2009)
Brian: a simple and flexible simulator for spiking neural networks.
The Neuromorphic Engineer
2008
-
Goodman D, Brette R (2008)
Brian: a simulator for spiking neural networks in Python.
Frontiers in Neuroinformatics
2006
-
Goodman D (2006)
Spirals in the boundaries of slices of quasifuchsian space.
Conformal Geometry and Dynamics