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06/08/2023
Robust Quickest Change Detection for Unnormalized Models
Detecting an abrupt and persistent change in the underlying distribution...
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04/22/2023
Reinforcement Learning with an Abrupt Model Change
The problem of reinforcement learning is considered where the environmen...
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03/06/2023
Quickest Change Detection in Statistically Periodic Processes with Unknown Post-Change Distribution
Algorithms are developed for the quickest detection of a change in stati...
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03/04/2023
Modeling and Quickest Detection of a Rapidly Approaching Object
The problem of detecting the presence of a signal that can lead to a dis...
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02/01/2023
Quickest Change Detection for Unnormalized Statistical Models
Classical quickest change detection algorithms require modeling pre-chan...
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04/06/2019
Quickest Event Detection Using Multimodal Data In Nonstationary Environments
Theory and algorithms are developed for event detection using multimodal...
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04/06/2019
A Bayesian Theory of Change Detection in Statistically Periodic Random Processes
A new class of stochastic processes called independent and periodically ...
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01/29/2019
Minimax-optimal decoding of movement goals from local field potentials using complex spectral features
We consider the problem of predicting eye movement goals from local fiel...
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10/30/2018
Quickest Detection Of Deviations From Periodic Statistical Behavior
A new class of stochastic processes called independent and periodically ...
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09/02/2018
Sequential Detection of Regime Changes in Neural Data
The problem of detecting changes in firing patterns in neural data is st...
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07/02/2018
Cyclostationary Statistical Models and Algorithms for Anomaly Detection Using Multi-Modal Data
A framework is proposed to detect anomalies in multi-modal data. A deep ...
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03/23/2018
Sequential Event Detection Using Multimodal Data in Nonstationary Environments
The problem of sequential detection of anomalies in multimodal data is c...
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10/27/2017
Wavelet Shrinkage and Thresholding based Robust Classification for Brain Computer Interface
A macaque monkey is trained to perform two different kinds of tasks, mem...
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02/26/2017