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03/04/2021
Non-Asymptotic Guarantees for Robust Identification of Granger Causality via the LASSO
Granger causality is among the widely used data-driven approaches for ca...
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06/22/2019
Multitaper Analysis of Evolutionary Spectra from Multivariate Spiking Observations
Extracting the spectral representations of the neural processes that und...
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06/20/2019
Multitaper Spectral Analysis of Neuronal Spiking Activity Driven by Latent Stationary Processes
Investigating the spectral properties of the neural covariates that unde...
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10/20/2016
Efficient Estimation of Compressible State-Space Models with Application to Calcium Signal Deconvolution
In this paper, we consider linear state-space models with compressible i...
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05/04/2016
Sampling Requirements for Stable Autoregressive Estimation
We consider the problem of estimating the parameters of a linear univari...
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07/16/2015
Recursive Sparse Point Process Regression with Application to Spectrotemporal Receptive Field Plasticity Analysis
We consider the problem of estimating the sparse time-varying parameter ...
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07/14/2015
