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drift estimation

3 papers

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Co-occurring keywords · papers mentioning both

neural network estimator (2) stochastic differential equation (2) nonparametric estimation (2) diffusion tensor estimation (1) nonparametric function estimation (1) diffusion tensor (1) lasso regularization (1) minimax optimal rate (1) high-dimensional data (1) convergence rate (1)

Papers

Drift Estimation for Diffusion Processes Using Neural Networks Based on Discretely Observed Independent Paths AAAI 2026 Sparse recovery of Diffusion Dynamics: Handling High-Dimensionality in Repeated Short Trajectories UAI 2026 Statistical Spatially Inhomogeneous Diffusion Inference AAAI 2024