Artigo em conferência |
- Ayesha Vermani; Il Memming Park; Josue Nassar. "Leveraging Generative Models for Unsupervised Alignment of Neural Time Series
Data". 2024.
- Dowling, M.; Zhao, Y.; Park, I.M.. "eXponential FAmily Dynamical Systems (XFADS): Large-scale nonlinear Gaussian state-space
modeling". 2024.
- Ságodi, Á.; Martín-Sánchez, G.; Sokól, P.; Park, I.M.. "Back to the Continuous Attractor". 2024.
- Jeon, H.; Park, I.M.. "Quantifying Signal-to-Noise Ratio in Neural Latent Trajectories via Fisher Information". 2024.
10.23919/eusipco63174.2024.10715480
- Vermani, A.; Dowling, M.; Jeon, H.; Jordan, I.; Nassar, J.; Bernaerts, Y.; Zhao, Y.; Van Vaerenbergh, S.; Park, I.M.. "Real-Time
Machine Learning Strategies for a New Kind of Neuroscience Experiments". 2024.
10.23919/eusipco63174.2024.10715245
- Matthew Dowling; Yuan Zhao; Il Memming Park. "Linear time GPs for inferring latent trajectories from neural spike trains".
2023.
- Matthew Dowling; Yuan Zhao; Il Memming Park. "Real-time variational method for learning neural trajectory and its dynamics".
2023.
- Dowling, M.; Zhao, Y.; Park, I.M.. "REAL-TIME VARIATIONAL METHOD FOR LEARNING NEURAL TRAJECTORY AND ITS DYNAMICS". 2023.
- Pei, Felix; Ye, Joel; Zoltowski, David; Wu, Anqi; Chowdhury, Raeed H; Sohn, Hansem; O'Doherty, Joseph E; et al. "Neural Latents
Benchmark '21: Evaluating latent variable models of neural population activity". 2021.
- Nassar, Josue; Sokól, Piotr; Sueyeon Chung; Kenneth D. Harris; Park, Il Memming. "On 1/n neural representation and robustness".
Trabalho apresentado em Neural Information Processing Systems, 2020.
Publicado
- Il Memming Park; Sohan Seth; Steven Van Vaerenbergh. "Probabilistic kernel least mean squares algorithms". 2014.
10.1109/icassp.2014.6855214
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Artigo em revista |
- Aaron J. Levi; Yuan Zhao; Il Memming Park; Alexander C. Huk. "Sensory and Choice Responses in MT Distinct from Motion Encoding".
The Journal of Neuroscience (2023): https://doi.org/10.1523/JNEUROSCI.0267-22.2023.
10.1523/JNEUROSCI.0267-22.2023
- Neophytou, Demetrios; Arribas, Diego; Levy, Robert; Arora, Tushar; Park, Il Memming; Oviedo, Hysell V. "Differences in temporal
processing speeds between the right and left auditory cortex reflect the strength of recurrent synaptic connectivity". PLoS
Biology 20 10 (2022): e3001803-e3001803. https://www.biorxiv.org/content/10.1101/2021.04.14.439872.
10.1371/journal.pbio.3001803
- B. A. W. Brinkman; H. Yan; A. Maffei; I. M. Park; A. Fontanini; J. Wang; G. La Camera. "Metastable dynamics of neural circuits
and networks". Applied Physics Reviews 9 1 (2022): 011313-011313. https://doi.org/10.1063/5.0062603.
10.1063/5.0062603
- Zhao, Yuan; Nassar, Josue; Jordan, Ian; Bugallo, Mónica; Park, Il Memming. "Streaming Variational Monte Carlo". IEEE transactions
on pattern analysis and machine intelligence 45 1 (2022): 1150-1161. http://dx.doi.org/10.1109/TPAMI.2022.3153225.
10.1109/TPAMI.2022.3153225
- Jordan, Ian D; Sokol, Piotr Aleksander; Park, Il Memming. "Gated recurrent units viewed through the lens of continuous time
dynamical systems". Frontiers in Computational Neuroscience (2021):
10.3389/fncom.2021.678158
- Gulce Nazli Dikecligil; Dustin M. Graham; Il Memming Park; Alfredo Fontanini. "Layer- and Cell Type-Specific Response Properties
of Gustatory Cortex Neurons in Awake Mice". The Journal of Neuroscience 40 50 (2020): 9676-9691. https://doi.org/10.1523/JNEUROSCI.1579-19.2020.
10.1523/JNEUROSCI.1579-19.2020
- "Odor tracking in aquatic organisms: the importance of temporal and spatial intermittency of the turbulent plume". Scientific
Reports (2020): http://dx.doi.org/10.1038/s41598-020-64766-y.
10.1038/s41598-020-64766-y
- "Variational Online Learning of Neural Dynamics". Frontiers in Computational Neuroscience 14 (2020): http://dx.doi.org/10.3389/fncom.2020.00071.
10.3389/fncom.2020.00071
- "Stimulus-choice (mis)alignment in primate area MT". PLOS Computational Biology 16 5 (2020): e1007614-e1007614. http://dx.doi.org/10.1371/journal.pcbi.1007614.
10.1371/journal.pcbi.1007614
- Ian D. Jordan; Il Memming Park. "Birhythmic Analog Circuit Maze: A Nonlinear Neurostimulation Testbed". Entropy 22
5 (2020): 537-537. https://doi.org/10.3390/e22050537.
10.3390/e22050537
- David Hocker; Daniele Marinazzo; Il Memming Park. "Myopic control of neural dynamics". PLOS Computational Biology 15
3 (2019): e1006854-e1006854. https://doi.org/10.1371/journal.pcbi.1006854.
10.1371/journal.pcbi.1006854
- Gregory W. Kirschen; Shaoyu Ge; Il Memming Park. "Probability of viral labeling of neural stem cells in vivo". Neuroscience
Letters 681 (2018): 17-18. https://doi.org/10.1016/j.neulet.2018.05.016.
10.1016/j.neulet.2018.05.016
- Kathleen Esfahany; Isabel Siergiej; Yuan Zhao; Il Memming Park. "Organization of Neural Population Code in Mouse Visual System".
eneuro 5 4 (2018): ENEURO.0414-17.2018. https://doi.org/10.1523/ENEURO.0414-17.2018.
10.1523/ENEURO.0414-17.2018
- Jacob L Yates; Il Memming Park; Leor N Katz; Jonathan W Pillow; Alexander C Huk. "Functional dissection of signal and noise
in MT and LIP during decision-making". Nature Neuroscience 20 9 (2017): 1285-1292. https://doi.org/10.1038/nn.4611.
10.1038/nn.4611
- Yuan Zhao; Il Memming Park. "Variational Latent Gaussian Process for Recovering Single-Trial Dynamics from Population Spike
Trains". Neural Computation 29 5 (2017): 1293-1316. https://doi.org/10.1162%2Fneco_a_00953.
10.1162/neco_a_00953
- Il Memming Park; Miriam L R Meister; Alexander C Huk; Jonathan W Pillow. "Encoding and decoding in parietal cortex during
sensorimotor decision-making". Nat Neurosci 17 10 (2014): 1395-1403. http://dx.doi.org/10.1038/nn.3800.
10.1038/nn.3800
- Park, I.M.; Bobkov, Y.V.; Ache, B.W.; Príncipe, J.C.. "Intermittency coding in the primary olfactory system: A neural substrate
for olfactory scene analysis". Journal of Neuroscience 34 3 (2014): 941-952. http://www.scopus.com/inward/record.url?eid=2-s2.0-84892425403&partnerID=MN8TOARS.
10.1523/JNEUROSCI.2204-13.2014
- Park, I.M.; Seth, S.; Paiva, A.R.C.; Li, L.; Principe, J.C.. "Kernel methods on spike train space for neuroscience: A tutorial".
IEEE Signal Processing Magazine 30 4 (2013): 149-160. http://www.scopus.com/inward/record.url?eid=2-s2.0-84879184157&partnerID=MN8TOARS.
10.1109/MSP.2013.2251072
- Archer, E.; Park, I.M.; Pillow, J.W.. "Bayesian and quasi-Bayesian estimators for mutual information from discrete data".
Entropy 15 5 (2013): 1738-1755. http://www.scopus.com/inward/record.url?eid=2-s2.0-84878363315&partnerID=MN8TOARS.
10.3390/e15051738
- Park, Il; Archer, Evan; Pillow, Jonathan. "Bayesian entropy estimators for spike trains". BMC Neuroscience 14 Suppl
1 (2013): P316-P316. http://dx.doi.org/10.1186/1471-2202-14-S1-P316.
10.1186/1471-2202-14-s1-p316
- Archer, E.; Park, I.M.; Pillow, J.W.. "Bayesian estimation of discrete entropy with mixtures of stick-breaking priors". Advances
in Neural Information Processing Systems 3 (2012): 2015-2023. http://www.scopus.com/inward/record.url?eid=2-s2.0-84877790753&partnerID=MN8TOARS.
- Bobkov, Yuriy; Park, Il; Ukhanov, Kirill; Principe, Jose; Ache, Barry. "Correction: Cellular Basis for Response Diversity
in the Olfactory Periphery". PLoS ONE 7 4 (2012): http://dx.doi.org/10.1371/annotation/b7163295-4bf4-4ddc-8a17-044c6eb54a5d.
10.1371/annotation/b7163295-4bf4-4ddc-8a17-044c6eb54a5d
- Li, L.; Park, I.M.; Seth, S.; Sanchez, J.C.; Príncipe, J.C.. "Functional connectivity dynamics among cortical neurons: A dependence
analysis". IEEE Transactions on Neural Systems and Rehabilitation Engineering 20 1 (2012): 18-30. http://www.scopus.com/inward/record.url?eid=2-s2.0-84856413086&partnerID=MN8TOARS.
10.1109/TNSRE.2011.2176749
- Park, I.M.; Seth, S.; Rao, M.; Principe, J.C.. "Strictly positive-definite spike train kernels for point-process divergences".
Neural Computation 24 8 (2012): 2223-2250. http://www.scopus.com/inward/record.url?eid=2-s2.0-84867441577&partnerID=MN8TOARS.
10.1162/NECO_a_00309
- Li, L.; Park, I.M.; Seth, S.; Choi, J.S.; Francis, J.T.; Sanchez, J.C.; Príncipe, J.C.. "An adaptive decoder from spike trains
to micro-stimulation using kernel least-mean-squares (KLMS)". IEEE International Workshop on Machine Learning for Signal
Processing (2011): http://www.scopus.com/inward/record.url?eid=2-s2.0-82455163776&partnerID=MN8TOARS.
10.1109/MLSP.2011.6064603
- Park, I.M.; Pillow, J.W.. "Bayesian spike-triggered covariance analysis". Advances in Neural Information Processing Systems
24: 25th Annual Conference on Neural Information Processing Systems 2011, NIPS 2011 (2011): http://www.scopus.com/inward/record.url?eid=2-s2.0-84860615929&partnerID=MN8TOARS.
- Park, I.; Seth, S.; Rao, M.; Príncipe, J.C.. "Estimation of symmetric chi-square divergence for point processes". ICASSP,
IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings (2011): 2016-2019. http://www.scopus.com/inward/record.url?eid=2-s2.0-80051610875&partnerID=MN8TOARS.
10.1109/ICASSP.2011.5946907
- Seth, S.; Rao, M.; Park, I.; Príncipe, J.C.. "A unified framework for quadratic measures of independence". IEEE Transactions
on Signal Processing 59 8 (2011): 3624-3635. http://www.scopus.com/inward/record.url?eid=2-s2.0-79960406348&partnerID=MN8TOARS.
10.1109/TSP.2011.2153197
- Paiva, António R. C.; Park, Il; PrÃncipe, José C.. "A comparison of binless spike train measures". Neural Computing
and Applications 19 3 (2010): 405-419. http://dx.doi.org/10.1007/s00521-009-0307-6.
10.1007/s00521-009-0307-6
- Li, L.; Park, I.; Seth, S.; Sanchez, J.C.; Príncipe, J.C.. "Neuronal functional connectivity dynamics in cortex: An MSC-based
analysis". 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC'10 (2010):
4136-4139. http://www.scopus.com/inward/record.url?eid=2-s2.0-78650826373&partnerID=MN8TOARS.
10.1109/IEMBS.2010.5627362
- Paiva, A.R.C.; Park, I.; Príncipe, J.A.C.. "Inner Products for Representation and Learning in the Spike Train Domain". Statistical
Signal Processing for Neuroscience and Neurotechnology (2010): 265-309. http://www.scopus.com/inward/record.url?eid=2-s2.0-84856390678&partnerID=MN8TOARS.
10.1016/B978-0-12-375027-3.00008-9
- Brockmeier, A.J.; Park, I.; Mahmoudi, B.; Sanchez, J.C.; Príncipe, J.C.. "Spatio-temporal clustering of firing rates for neural
state estimation". 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC'10
(2010): 6023-6026. http://www.scopus.com/inward/record.url?eid=2-s2.0-78650842701&partnerID=MN8TOARS.
10.1109/IEMBS.2010.5627600
- Seth, S.; Park, I.M.; Brockmeier, A.J.; Semework, M.; Choi, J.; Francis, J.T.; Príncipe, J.C.. "A novel family of non-parametric
cumulative based divergences for point processes". Advances in Neural Information Processing Systems 23: 24th Annual Conference
on Neural Information Processing Systems 2010, NIPS 2010 (2010): http://www.scopus.com/inward/record.url?eid=2-s2.0-84860640095&partnerID=MN8TOARS.
- Park, I.; Príncipe, J.C.. "Quantification of inter-trial non-stationarity in spike trains from periodically stimulated neural
cultures". ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings (2010): 5442-5445.
http://www.scopus.com/inward/record.url?eid=2-s2.0-78049353992&partnerID=MN8TOARS.
10.1109/ICASSP.2010.5494920
- Liu, W.; Park, I.; Príncipe, J.C.. "An information theoretic approach of designing sparse kernel adaptive filters". IEEE
Transactions on Neural Networks 20 12 (2009): 1950-1961. http://www.scopus.com/inward/record.url?eid=2-s2.0-72149098116&partnerID=MN8TOARS.
10.1109/TNN.2009.2033676
- Dockendorf, K.P.; Park, I.; He, P.; Príncipe, J.C.; DeMarse, T.B.. "Liquid state machines and cultured cortical networks:
The separation property". BioSystems 95 2 (2009): 90-97. http://www.scopus.com/inward/record.url?eid=2-s2.0-58149236632&partnerID=MN8TOARS.
10.1016/j.biosystems.2008.08.001
- Paiva, António R. C.; Park, Il; PrÃncipe, José C.. "A Reproducing Kernel Hilbert Space Framework for Spike Train Signal
Processing". Neural Computation 21 2 (2009): 424-449. http://dx.doi.org/10.1162/neco.2008.09-07-614.
10.1162/neco.2008.09-07-614
- Li, N.; Seth, S.; Park, I.; Sanchez, J.C.; Principe, J.C.. "Estimation and visualization of neuronal functional connectivity
in motor tasks". Proceedings of the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology
Society: Engineering the Future of Biomedicine, EMBC 2009 (2009): 2926-2929. http://www.scopus.com/inward/record.url?eid=2-s2.0-77951008497&partnerID=MN8TOARS.
10.1109/IEMBS.2009.5333991
- Paiva, A.R.C.; Park, I.; Sanchez, J.C.; Príncipe, J.C.. "Peri-event cross-correlation over time for analysis of interactions
in neuronal firing". Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology
Society, EMBS'08 - "Personalized Healthcare through Technology" (2008): 1903-1906. http://www.scopus.com/inward/record.url?eid=2-s2.0-61849156452&partnerID=MN8TOARS.
10.1109/iembs.2008.4649558
- Paiva, A.R.C.; Park, I.; Príncipe, J.C.. "Reproducing kernel Hilbert spaces for spike train analysis". ICASSP, IEEE International
Conference on Acoustics, Speech and Signal Processing - Proceedings (2008): 5212-5215. http://www.scopus.com/inward/record.url?eid=2-s2.0-51449095583&partnerID=MN8TOARS.
10.1109/ICASSP.2008.4518834
- Park, I.; Príncipe, J.C.. "Correntropy based Granger causality". ICASSP, IEEE International Conference on Acoustics, Speech
and Signal Processing - Proceedings (2008): 3605-3608. http://www.scopus.com/inward/record.url?eid=2-s2.0-51449088936&partnerID=MN8TOARS.
10.1109/ICASSP.2008.4518432
- Park, Il; Paiva, António R.C.; DeMarse, Thomas B.; PrÃncipe, José C.. "An efficient algorithm for continuous time cross
correlogram of spike trains". Journal of Neuroscience Methods 168 2 (2008): 514-523. http://dx.doi.org/10.1016/j.jneumeth.2007.10.005.
10.1016/j.jneumeth.2007.10.005
- Park, I.; Paiva, A.R.C.; Príncipe, J.C.; Harris, J.G.. "A closed form solution for multiple-input spike based adaptive filters".
IEEE International Conference on Neural Networks - Conference Proceedings (2007): 2064-2068. http://www.scopus.com/inward/record.url?eid=2-s2.0-51749091306&partnerID=MN8TOARS.
10.1109/IJCNN.2007.4371276
- Paiva, A.R.C.; Rao, S.; Park, I.; Príncipe, J.C.. "Spectral clustering of synchronous spike trains". IEEE International
Conference on Neural Networks - Conference Proceedings (2007): 1831-1835. http://www.scopus.com/inward/record.url?eid=2-s2.0-51749119891&partnerID=MN8TOARS.
10.1109/IJCNN.2007.4371236
- Paiva, A.; Park, I.; Principe, J.C.. "Innovating signal processing for spike train data". Annual International Conference
of the IEEE Engineering in Medicine and Biology - Proceedings (2007): http://www.scopus.com/inward/record.url?eid=2-s2.0-57649229036&partnerID=MN8TOARS.
10.1109/IEMBS.2007.4353572
- Park, I.; Xu, D.; Demarse, T.B.; Principe, J.C.. "Modeling of synchronized burst in dissociated cortical tissue: An exploration
of parameter space". IEEE International Conference on Neural Networks - Conference Proceedings (2006): 581-586. http://www.scopus.com/inward/record.url?eid=2-s2.0-40649101545&partnerID=MN8TOARS.
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