Park, Il Memming
- Neural Latents Benchmark '21: Evaluating latent variable models of neural population activity
2021/09/09 by Felix Pei, Joel Ye, Pei, Felix +29 · 13 citations
Neuroscience · #Neural dynamics and brain function #EEG and Brain-Computer Interfaces #Functional Brain Connectivity Studies
- Black box variational inference for state space models
2015/11/23 by Evan Archer, Archer, Evan, Il Memming Park +7 · 7 citations
Computer Science · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Tree-Structured Recurrent Switching Linear Dynamical Systems for\n Multi-Scale Modeling
2018/11/29 by Josue Nassar, Nassar, Josue, Scott W. Linderman +5 · 4 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Decision Sciences · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Gene Regulatory Network Analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Modeling and Simulation Systems #Neural Networks and Applications #Simulation Techniques and Applications
- Interpretable Nonlinear Dynamic Modeling of Neural Trajectories
2016/08/23 by Yuan Zhao, Zhao, Yuan, Il Memming Park +1 · 2 citations
Computer Science · Neuroscience · Physics and Astronomy · #FOS: Biological sciences #Model Reduction and Neural Networks #Neural Networks and Reservoir Computing #Neural dynamics and brain function #Neurons and Cognition (q-bio.NC) #Quantitative Methods (q-bio.QM)
- Persistent learning signals and working memory without continuous attractors
2023/08/24 by Park, Il Memming, Ságodi, Ábel, Sokół, Piotr Aleksander · 3 citations
#Adaptation and Self-Organizing Systems (nlin.AO) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Neurons and Cognition (q-bio.NC)
- Bayesian Entropy Estimation for Countable Discrete Distributions
2013/02/02 by Evan Archer, Archer, Evan, Il Memming Park +3 · 1 citation
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Information Theory (cs.IT) #Statistical Methods and Inference
- eXponential FAmily Dynamical Systems (XFADS): Large-scale nonlinear Gaussian state-space modeling
2024/03/03 by Dowling, Matthew, Zhao, Yuan, Park, Il Memming · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- On 1/n neural representation and robustness
2020/12/08 by Josue Nassar, Piotr Sokół, Nassar, Josue +7 · 1 citation
Computer Science · Neuroscience · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural dynamics and brain function
- Linear Time GPs for Inferring Latent Trajectories from Neural Spike Trains
2023/06/01 by Dowling, Matthew, Zhao, Yuan, Park, Il Memming · 1 citation
#Applications (stat.AP) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neurons and Cognition (q-bio.NC)
- Information Geometry of Orthogonal Initializations and Training
2018/10/09 by Piotr Sokół, Sokol, Piotr A., Il Memming Park +1 · 2 citations
Computer Science · #Advanced Neural Network Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Stochastic Gradient Optimization Techniques
- Real-Time Machine Learning Strategies for a New Kind of Neuroscience Experiments
2024/09/02 by Vermani, Ayesha, Dowling, Matthew, Jeon, Hyungju +6 · 1 citation
#FOS: Biological sciences #Neurons and Cognition (q-bio.NC)
- Meta-Dynamical State Space Models for Integrative Neural Data Analysis
2024/10/07 by Vermani, Ayesha, Nassar, Josue, Jeon, Hyungju +2 · 1 citation
#FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neurons and Cognition (q-bio.NC)