IP
Il Memming Park
cs.LGstat.MLq-bio.NCneuroscienceModels, NeurologicalNeural Networks, ComputerAlgorithmscs.NEnlin.AOSignal Processing, Computer-Assisted
On Valency
published · living versionsW_rck35dmm·v1 · currentpublished
Kernel methods on spike train space for neuroscience: a tutorial
with Sohan Seth, Antonio R. C. Paiva, Lin Li, Jose C. Principe
1 version
Preprints & journals
52 papers in the corpus · 2007–2026Memory by Design: Bayesian Layers for Sequence Modeling2605.31163v5 · Matthew Dowling, Hyungju Jeon, Cristina Savin et al.2026 · 0 citationsarXiv
Dynamical Archetype Analysis: Autonomous Computation2507.05505v2 · Abel Sagodi, Il Memming Park2025 · 0 citationsarXiv
Meta-Dynamical State Space Models for Integrative Neural Data Analysis.40297236 · Vermani, Ayesha, Nassar, Josue, Jeon, Hyungju et al.2025 · 0 citationsArXiv. 2025
Back to the Continuous Attractor.39130204 · Ságodi, Ábel, Martín-Sánchez, Guillermo, Sokół, Piotr et al.2026 · 6 citationsArXiv. 2025
Meta-Dynamical State Space Models for Integrative Neural Data Analysis2410.05454v2 · Ayesha Vermani, Josue Nassar, Hyungju Jeon et al.2024 · 0 citationsarXiv
Real-Time Machine Learning Strategies for a New Kind of Neuroscience Experiments.39279838 · Vermani, Ayesha, Dowling, Matthew, Jeon, Hyungju et al.2026 · 0 citationsArXiv. 2024
Quantifying Signal-to-Noise Ratio in Neural Latent Trajectories via Fisher Information.39184542 · Jeon, Hyungju, Park, Il Memming2026 · 0 citationsArXiv. 2024
eXponential FAmily Dynamical Systems (XFADS): Large-scale nonlinear Gaussian state-space modeling2403.01371v4 · Matthew Dowling, Yuan Zhao, Il Memming Park2024 · 0 citationsarXiv
Persistent learning signals and working memory without continuous attractors.37664407 · Park, Il Memming, Ságodi, Ábel, Sokół, Piotr Aleksander2023 · 1 citationArXiv. 2023
Spectral learning of Bernoulli linear dynamical systems models.41836604 · Stone, Iris, Sagiv, Yotam, Park, Il Memming et al.2026 · 0 citationsTransactions on machine learning research. 2023;2023
Linear Time GPs for Inferring Latent Trajectories from Neural Spike Trains2306.01802v1 · Matthew Dowling, Yuan Zhao, Il Memming Park2023 · 1 citationarXiv
REAL-TIME VARIATIONAL METHOD FOR LEARNING NEURAL TRAJECTORY AND ITS DYNAMICS.37292472 · Dowling, Matthew, Zhao, Yuan, Park, Il Memming2026 · 1 citationArXiv. 2023
Spectral learning of Bernoulli linear dynamical systems models2303.02060v2 · Iris R. Stone, Yotam Sagiv, Il Memming Park et al.2023 · 0 citationsTransactions on Machine Learning Research (2023)
Sensory and Choice Responses in MT Distinct from Motion Encoding.36781221 · Levi, Aaron J, Zhao, Yuan, Park, Il Memming et al.2023 · 12 citationsThe Journal of neuroscience : the official journal of the Society for Neuroscience. 2023;43(12):2090-2103
Streaming Variational Monte Carlo.35201981 · Zhao, Yuan, Nassar, Josue, Jordan, Ian et al.2023 · 16 citationsIEEE transactions on pattern analysis and machine intelligence. 2023;45(1):1150-1161
Differences in temporal processing speeds between the right and left auditory cortex reflect the strength of recurrent synaptic connectivity.36269764 · Neophytou, Demetrios, Arribas, Diego M, Arora, Tushar et al.2022 · 21 citationsPLoS biology. 2022;20(10):e3001803
Metastable dynamics of neural circuits and networks.35284030 · Brinkman, B A W, Yan, H, Maffei, A et al.2026 · 64 citationsApplied physics reviews. 2022;9(1):011313
Neural Latents Benchmark '21: Evaluating latent variable models of neural population activity2109.04463v4 · Felix Pei, Joel Ye, David Zoltowski et al.2021 · 35 citationsarXiv
Hida-Matérn Kernel2107.07098v2 · Matthew Dowling, Piotr Sok'oł, Il Memming Park2021 · 1 citationarXiv
On 1/n neural representation and robustness2012.04729v1 · Josue Nassar, Piotr Aleksander Sokol, SueYeon Chung et al.2020 · 9 citationsarXiv
Layer- and Cell Type-Specific Response Properties of Gustatory Cortex Neurons in Awake Mice.33172981 · Dikecligil, Gulce Nazli, Graham, Dustin M, Park, Il Memming et al.2021 · 15 citationsThe Journal of neuroscience : the official journal of the Society for Neuroscience. 2020;40(50):9676-9691
Rescuing neural spike train models from bad MLE2010.12362v1 · Diego M. Arribas, Yuan Zhao, Il Memming Park2020 · 8 citationsarXiv
Variational Online Learning of Neural Dynamics.33154718 · Zhao, Yuan, Park, Il Memming2024 · 25 citationsFrontiers in computational neuroscience. 2020;14:71
Non-parametric generalized linear model2009.01362v1 · Matthew Dowling, Yuan Zhao, Il Memming Park2020 · 5 citationsarXiv
Stimulus-choice (mis)alignment in primate area MT.32421716 · Zhao, Yuan, Yates, Jacob L, Levi, Aaron J et al.2020 · 33 citationsPLoS computational biology. 2020;16(5):e1007614
Odor tracking in aquatic organisms: the importance of temporal and spatial intermittency of the turbulent plume.32409665 · Michaelis, Brenden T, Leathers, Kyle W, Bobkov, Yuriy V et al.2020 · 42 citationsScientific reports. 2020;10(1):7961
Myopic control of neural dynamics.30856171 · Hocker, David, Park, Il Memming2019 · 4 citationsPLoS computational biology. 2019;15(3):e1006854
Tree-Structured Recurrent Switching Linear Dynamical Systems for Multi-Scale Modeling1811.12386v6 · Josue Nassar, Scott W. Linderman, Monica Bugallo et al.2018 · 44 citationsarXiv
Information Geometry of Orthogonal Initializations and Training1810.03785v2 · Piotr A. Sokol, Il Memming Park2018 · 14 citationsarXiv
Organization of Neural Population Code in Mouse Visual System.30073193 · Esfahany, Kathleen, Siergiej, Isabel, Zhao, Yuan et al.2019 · 9 citationseNeuro. 2018;5(4)
Probability of viral labeling of neural stem cells in vivo.29777716 · Kirschen, Gregory W, Ge, Shaoyu, Park, Il Memming2019 · 2 citationsNeuroscience letters. 2018;681:17-18
Bayesian Efficient Coding10.1101/178418v6 · Park, I. M., Pillow, J. W.2017 · 33 citationsbioRxiv
Functional dissection of signal and noise in MT and LIP during decision-making.28758998 · Yates, Jacob L, Park, Il Memming, Katz, Leor N et al.2017 · 118 citationsNature neuroscience. 2017;20(9):1285-1292
Interpretable Nonlinear Dynamic Modeling of Neural Trajectories1608.06546v2 · Yuan Zhao, Il Memming Park2016 · 23 citationsarXiv
Black box variational inference for state space models1511.07367v1 · Evan Archer, Il Memming Park, Lars Buesing et al.2015 · 109 citationsarXiv
Encoding and decoding in parietal cortex during sensorimotor decision-making.25174005 · Park, Il Memming, Meister, Miriam L R, Huk, Alexander C et al.2014 · 277 citationsNature neuroscience. 2014;17(10):1395-403
Intermittency coding in the primary olfactory system: a neural substrate for olfactory scene analysis.24431452 · Park, Il Memming, Bobkov, Yuriy V, Ache, Barry W et al.2014 · 27 citationsThe Journal of neuroscience : the official journal of the Society for Neuroscience. 2014;34(3):941-52
Bayesian Extensions of Kernel Least Mean Squares1310.5347v1 · Il Memming Park, Sohan Seth, Steven Van Vaerenbergh2013 · 0 citationsarXiv
Kernel methods on spike train space for neuroscience: a tutorial1302.5964v1 · Il Memming Park, Sohan Seth, Antonio R. C. Paiva et al.2013 · 59 citationsIEEE Signal Processing Magazine 30(4), 2013on Valency
Bayesian Entropy Estimation for Countable Discrete Distributions1302.0328v3 · Evan Archer, Il Memming Park, Jonathan Pillow2013 · 72 citationsarXiv
Adaptive inverse control of neural spatiotemporal spike patterns with a reproducing kernel Hilbert space (RKHS) framework.22868633 · Li, Lin, Park, Il Memming, Brockmeier, Austin et al.2014 · 28 citationsIEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society. 2013;21(4):532-43
Strictly positive-definite spike train kernels for point-process divergences.22509968 · Park, Il Memming, Seth, Sohan, Rao, Murali et al.2012 · 24 citationsNeural computation. 2012;24(8):2223-50
Active Bayesian Optimization: Minimizing Minimizer Entropy1202.2143v1 · Il Memming Park, Marcel Nassar, Mijung Park2012 · 0 citationsarXiv
Functional connectivity dynamics among cortical neurons: a dependence analysis.22194249 · Li, Lin, Park, Il Memming, Seth, Sohan et al.2012 · 11 citationsIEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society. 2012;20(1):18-30
Neuronal functional connectivity dynamics in cortex: An MSC-based analysis.21096881 · Li, Lin, Park, Il, Seth, Sohan et al.2011 · 51 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2010;2010:4136-9
Spatio-temporal clustering of firing rates for neural state estimation.21097115 · Brockmeier, Austin J, Park, Il, Mahmoudi, Babak et al.2011 · 2 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2010;2010:6023-6
An information theoretic approach of designing sparse kernel adaptive filters.19923047 · Liu, Weifeng, Park, Il, Principe, José C2010 · 229 citationsIEEE transactions on neural networks. 2009;20(12):1950-61
A reproducing kernel Hilbert space framework for spike train signal processing.19431265 · Paiva, António R C, Park, Il, Príncipe, José C2009 · 90 citationsNeural computation. 2009;21(2):424-49
Estimation and visualization of neuronal functional connectivity in motor tasks.19964602 · Li, Lin, Seth, Sohan, Park, Il et al.2010 · 0 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2009;2009:2926-9
Liquid state machines and cultured cortical networks: the separation property.18761392 · Dockendorf, Karl P, Park, Il, He, Ping et al.2009 · 71 citationsBio Systems. 2009;95(2):90-7
Career total: 102 works. 52 are in this corpus.Showing the 50 most recent.
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