Targeted L1-Regularization and Joint Modeling of Neural Networks for Causal Inference
Sign Up to like & getrecommendations! Published in 2022 at "Entropy"
DOI: 10.3390/e24091290
Abstract: The calculation of the Augmented Inverse Probability Weighting (AIPW) estimator of the Average Treatment Effect (ATE) is carried out in two steps, where in the first step, the treatment and outcome are modeled, and in… read more here.
Keywords: aipw estimator; targeted regularization; regularization joint; treatment ... See more keywords
Multivariate stochastic volatility modeling of neural data
Sign Up to like & getrecommendations! Published in 2019 at "eLife"
DOI: 10.7554/elife.42950
Abstract: Because multivariate autoregressive models have failed to adequately account for the complexity of neural signals, researchers have predominantly relied on non-parametric methods when studying the relations between brain and behavior. Using medial temporal lobe (MTL)… read more here.
Keywords: modeling neural; volatility modeling; volatility; stochastic volatility ... See more keywords