40 citations · 147 across the 23 of their papers we have counts for
4 papers · 1 filter
Generalized Kalman Smoothing: Modeling and Algorithms
A. Y. Aravkin, J. V. Burke, L. Ljung +2
State-space smoothing has found many applications in science and engineering. Under linear and Gaussian assumptions, smoothed estimates can be obtained using efficient recursions,…
Understanding Innovation to Drive Sustainable Development
Prasanna Sattigeri, Aurélie Lozano, Aleksandra Mojsilović +2
Innovation is among the key factors driving a country's economic and social growth. But what are the factors that make a country innovative? How do they differ across different par…
A General Family of Trimmed Estimators for Robust High-dimensional Data Analysis
Eunho Yang, Aurelie Lozano, Aleksandr Aravkin
We consider the problem of robustifying high-dimensional structured estimation. Robust techniques are key in real-world applications which often involve outliers and data corruptio…
Removing Clouds and Recovering Ground Observations in Satellite Image Sequences via Temporally Contiguous Robust Matrix Completion
Jialei Wang, Peder A. Olsen, Andrew R. Conn +1
We consider the problem of removing and replacing clouds in satellite image sequences, which has a wide range of applications in remote sensing. Our approach first detects and remo…