
Quickest Change Detection with Nonstationary and Composite Postchange Distribution
The problem of quickest detection of a change in the distribution of a s...
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NonParametric Quickest Mean Change Detection
The problem of quickest detection of a change in the mean of a sequence ...
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Sequential (Quickest) Change Detection: Classical Results and New Directions
Online detection of changes in stochastic systems, referred to as sequen...
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Robust Mean Estimation in High Dimensions via Global Outlier Pursuit
We study the robust mean estimation problem in high dimensions, where le...
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Dynamic Spectrum Access using Stochastic MultiUser Bandits
A stochastic multiuser multiarmed bandit framework is used to develop ...
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Robust Mean Estimation in High Dimensions via ℓ_0 Minimization
We study the robust mean estimation problem in high dimensions, where α ...
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Quickest Detection of Moving Anomalies in Sensor Networks
The problem of sequentially detecting a moving anomaly which affects dif...
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Information Flow Optimization in Inference Networks
The problem of maximizing the information flow through a sensor network ...
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Sequential Controlled Sensing for Composite Multihypothesis Testing
The problem of multihypothesis testing with controlled sensing of obser...
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Quickest Detection of Growing Dynamic Anomalies in Networks
The problem of quickest growing dynamic anomaly detection in sensor netw...
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MultiUser MABs with User Dependent Rewards for Uncoordinated Spectrum Access
Multiuser multiarmed bandits have emerged as a good model for uncoordi...
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Multiplayer MultiArmed Bandits with nonzero rewards on collisions for uncoordinated spectrum access
In this paper, we study the uncoordinated spectrum access problem using ...
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InformationTheoretic Understanding of Population Risk Improvement with Model Compression
We show that model compression can improve the population risk of a pre...
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Tightening Mutual Information Based Bounds on Generalization Error
A mutual information based upper bound on the generalization error of a ...
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Model change detection with application to machine learning
Model change detection is studied, in which there are two sets of sample...
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Quickest Detection of Dynamic Events in Networks
The problem of quickest detection of dynamic events in networks is studi...
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MultiUser MultiArmed Bandits for Uncoordinated Spectrum Access
A stochastic multiuser multiarmed bandit framework is used to develop ...
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Active and Adaptive Sequential learning
A framework is introduced for actively and adaptively solving a sequence...
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A SemiParametric Binning Approach to Quickest Change Detection
The problem of quickest detection of a change in distribution is conside...
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Quickest Change Detection under Transient Dynamics: Theory and Asymptotic Analysis
The problem of quickest change detection (QCD) under transient dynamics ...
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LinearComplexity ExponentiallyConsistent Tests for Universal Outlying Sequence Detection
The problem of universal outlying sequence detection is studied, where t...
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Venugopal V. Veeravalli
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