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Large scale Lasso with windowed active set for convolutional spike sorting
The dataset used in the paper is a large-scale spike sorting dataset, containing recordings from a population of neurons with up to 4000 electrodes, 1000 neurons, and 108 time... -
Sparse additive Gaussian process with soft interactions
Additive nonparametric regression models provide an attractive tool for variable selection in high dimensions when the relationship between the response and predictors is complex.