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eess.SP2026
Stable Filtering for Efficient Dimensionality Reduction of Streaming Manifold Data
Nicholas P. Bertrand, Eva Yezerets, Han Lun Yap +2
Many areas in science and engineering now have access to technologies that enable the rapid collection of overwhelming data volumes. While these datasets are vital for understandin…
eess.SP2018
Efficient Tracking of Sparse Signals via an Earth Mover's Distance Dynamics Regularizer
Nicholas P. Bertrand, Adam S. Charles, John Lee +2
Tracking algorithms such as the Kalman filter aim to improve inference performance by leveraging the temporal dynamics in streaming observations. However, the tracking regularizers…