
ModelFree Learning of Optimal Deterministic Resource Allocations in Wireless Systems via ActionSpace Exploration
Wireless systems resource allocation refers to perpetual and challenging...
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Uncertainty Principles in RiskAware Statistical Estimation
We present a new uncertainty principle for riskaware statistical estima...
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Noisy Linear Convergence of Stochastic Gradient Descent for CV@R Statistical Learning under PolyakŁojasiewicz Conditions
Conditional ValueatRisk (CV@R) is one of the most popular measures of ...
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Zerothorder Deterministic Policy Gradient
Deterministic Policy Gradient (DPG) removes a level of randomness from s...
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BestArm Identification for Quantile Bandits with Privacy
We study the bestarm identification problem in multiarmed bandits with...
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Zerothorder Stochastic Compositional Algorithms for RiskAware Learning
We present FreeMESSAGEp, the first zerothorder algorithm for convex me...
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RiskAware MMSE Estimation
Despite the simplicity and intuitive interpretation of Minimum Mean Squa...
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ModelFree Learning of Optimal Ergodic Policies in Wireless Systems
Learning optimal resource allocation policies in wireless systems can be...
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NonParametric Structure Learning on Hidden TreeShaped Distributions
We provide high probability sample complexity guarantees for nonparamet...
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Cooperative Beamforming with Predictive Relay Selection for Urban mmWave Communications
While millimeter wave (mmWave) communications promise high data rates, t...
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Predictive Learning on Hidden TreeStructured Ising Models
We provide highprobability sample complexity guarantees for exact struc...
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Predictive Learning on SignValued Hidden Markov Trees
We provide highprobability sample complexity guarantees for exact struc...
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Recursive Optimization of Convex Risk Measures: MeanSemideviation Models
We develop and analyze stochastic subgradient methods for optimizing a n...
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Grid Based Nonlinear Filtering Revisited: Recursive Estimation & Asymptotic Optimality
We revisit the development of grid based recursive approximate filtering...
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Uniform εStability of Distributed Nonlinear Filtering over DNAs: GaussianFinite HMMs
In this work, we study stability of distributed filtering of Markov chai...
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Dionysios S. Kalogerias
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