Qing Zhao

Orcid: 0000-0002-9590-4285

Affiliations:
  • Cornell University, School of Electrical and Computer Engineering, Ithaca, NY, USA
  • University of California, Davis, CA, USA (former)
  • Cornell University, Ithaca, NY, USA (PhD 2001)


According to our database1, Qing Zhao authored at least 170 papers between 1998 and 2024.

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Bibliography

2024
A Communication-Efficient Adaptive Algorithm for Federated Learning Under Cumulative Regret.
IEEE Trans. Signal Process., 2024

Grid Monitoring and Protection with Continuous Point-on-Wave Measurements and Generative AI.
CoRR, 2024

Order-Optimal Regret in Distributed Kernel Bandits using Uniform Sampling with Shared Randomness.
CoRR, 2024

Generative Probabilistic Time Series Forecasting and Applications in Grid Operations.
Proceedings of the 58th Annual Conference on Information Sciences and Systems, 2024

2023
Collaborative Learning in Kernel-Based Bandits for Distributed Users.
IEEE Trans. Signal Process., 2023

Random Exploration in Bayesian Optimization: Order-Optimal Regret and Computational Efficiency.
CoRR, 2023

Non-parametric Probabilistic Time Series Forecasting via Innovations Representation.
CoRR, 2023

Client Selection for Generalization in Accelerated Federated Learning: A Multi-Armed Bandit Approach.
CoRR, 2023

A Communication-Efficient Adaptive Algorithm for Federated Learning under Cumulative Regret.
CoRR, 2023

Distributed Linear Bandits under Communication Constraints.
Proceedings of the International Conference on Machine Learning, 2023

Client Selection for Generalization in Accelerated Federated Learning: A Bandit Approach.
Proceedings of the IEEE International Conference on Acoustics, 2023

On the Optimality of Procrastination Policy for EV Charging Under Net Energy Metering.
Proceedings of the 62nd IEEE Conference on Decision and Control, 2023

2022
Disagreement-Based Active Learning in Online Settings.
IEEE Trans. Signal Process., 2022

Co-optimizing Consumption and EV Charging under Net Energy Metering.
CoRR, 2022

Novelty Detection in Time Series via Weak Innovations Representation: A Deep Learning Approach.
CoRR, 2022

Co-optimizing Distributed Energy Resources in Linear Complexity under Net Energy Metering.
CoRR, 2022

Kernel-based Federated Learning with Personalization.
CoRR, 2022

Provably and Practically Efficient Neural Contextual Bandits.
CoRR, 2022

2021
Memory-Constrained No-Regret Learning in Adversarial Multi-Armed Bandits.
IEEE Trans. Signal Process., 2021

Information-Directed Random Walk for Rare Event Detection in Hierarchical Processes.
IEEE Trans. Inf. Theory, 2021

Searching for Unknown Anomalies in Hierarchical Data Streams.
IEEE Signal Process. Lett., 2021

As Easy as ABC: Adaptive Binning Coincidence Test for Uniformity Testing.
CoRR, 2021

A Domain-Shrinking based Bayesian Optimization Algorithm with Order-Optimal Regret Performance.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

An Order-Optimal Adaptive Test Plan for Noisy Group Testing Under Unknown Noise Models.
Proceedings of the IEEE International Conference on Acoustics, 2021

2020
Searching for Anomalies Over Composite Hypotheses.
IEEE Trans. Signal Process., 2020

Multi-Armed Bandits on Partially Revealed Unit Interval Graphs.
IEEE Trans. Netw. Sci. Eng., 2020

Spread, Then Target, and Advertise in Waves: Optimal Budget Allocation Across Advertising Channels.
IEEE Trans. Netw. Sci. Eng., 2020

Distributed No-Regret Learning in Multiagent Systems: Challenges and Recent Developments.
IEEE Signal Process. Mag., 2020

A Computationally Efficient Approach to Black-box Optimization using Gaussian Process Models.
CoRR, 2020

Memory-Constrained No-Regret Learning in Adversarial Bandits.
CoRR, 2020

Distributed No-Regret Learning in Multi-Agent Systems.
CoRR, 2020

Stochastic Coordinate Minimization with Progressive Precision for Stochastic Convex Optimization.
Proceedings of the 37th International Conference on Machine Learning, 2020

2019
Multi-Armed Bandits: Theory and Applications to Online Learning in Networks
Synthesis Lectures on Communication Networks, Morgan & Claypool Publishers, ISBN: 978-3-031-79289-2, 2019

Sequential Anomaly Detection Under a Nonlinear System Cost.
IEEE Trans. Signal Process., 2019

Active Anomaly Detection in Heterogeneous Processes.
IEEE Trans. Inf. Theory, 2019

Disagreement-based Active Learning in Online Settings.
CoRR, 2019

A Random Walk Approach to First-Order Stochastic Convex Optimization.
Proceedings of the IEEE International Symposium on Information Theory, 2019

Decision Variance in Risk-Averse Online Learning.
Proceedings of the 58th IEEE Conference on Decision and Control, 2019

Stochastic Gradient Descent on a Tree: an Adaptive and Robust Approach to Stochastic Convex Optimization.
Proceedings of the 57th Annual Allerton Conference on Communication, 2019

2018
Optimal Nested Test Plan for Combinatorial Quantitative Group Testing.
IEEE Trans. Signal Process., 2018

Multi-Armed Bandits on Unit Interval Graphs.
CoRR, 2018

Algorithmic Bidding for Virtual Trading in Electricity Markets.
CoRR, 2018

Dynamic Search on a Tree with Information-Directed Random Walk.
Proceedings of the 19th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2018

Learning Ordinal Information Under Bipartite Stochastic Block Models.
Proceedings of the 2018 IEEE Military Communications Conference, 2018

Hierarchical Heavy Hitter Detection Under Unknown Models.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Learning from Dissimilarity.
Proceedings of the 52nd Asilomar Conference on Signals, Systems, and Computers, 2018

2017
Utility Maximizing Sequential Sensing Over a Finite Horizon.
IEEE Trans. Signal Process., 2017

Anomaly Detection in Hierarchical Data Streams under Unknown Models.
CoRR, 2017

Sequential Active Detection of Anomalies in Heterogeneous Processes.
CoRR, 2017

Online Learning of Optimal Bidding Strategy in Repeated Multi-Commodity Auctions.
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

Online learning with side information.
Proceedings of the 2017 IEEE Military Communications Conference, 2017

Spread, then target, and advertise in waves: Optimal capital allocation across advertising channels.
Proceedings of the 2017 Information Theory and Applications Workshop, 2017

Active hypothesis testing on a tree: Anomaly detection under hierarchical observations.
Proceedings of the 2017 IEEE International Symposium on Information Theory, 2017

Anomaly detection under a nonlinear system cost objective function.
Proceedings of the 55th Annual Allerton Conference on Communication, 2017

2016
The Minimum Information Dominating Set for Opinion Sampling in Social Networks.
IEEE Trans. Netw. Sci. Eng., 2016

Risk-Averse Multi-Armed Bandit Problems Under Mean-Variance Measure.
IEEE J. Sel. Top. Signal Process., 2016

Online Learning and Optimization of Markov Jump Affine Models.
CoRR, 2016

Online learning and pricing for demand response in smart distribution networks.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016

Asymptotically optimal search of unknown anomalies.
Proceedings of the 2016 IEEE International Symposium on Signal Processing and Information Technology, 2016

Online learning and optimization of Markov jump linear models.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

2015
Asymptotically Optimal Anomaly Detection via Sequential Testing.
IEEE Trans. Signal Process., 2015

The Thinnest Path Problem.
IEEE/ACM Trans. Netw., 2015

Dynamic Shortest Path Algorithms for Hypergraphs.
IEEE/ACM Trans. Netw., 2015

Active Hypothesis Testing for Anomaly Detection.
IEEE Trans. Inf. Theory, 2015

Group testing under sum observations for heavy hitter detection.
Proceedings of the 2015 Information Theory and Applications Workshop, 2015

Quickest detection of short-term voltage instability with PMU measurements.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Risk-averse online learning under mean-variance measures.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Minimum information dominating set for critical sampling over graphs.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Bayesian quickest short-term voltage instability detection in power systems.
Proceedings of the 54th IEEE Conference on Decision and Control, 2015

Mean-variance and value at risk in multi-armed bandit problems.
Proceedings of the 53rd Annual Allerton Conference on Communication, 2015

2014
Optimal Index Policies for Anomaly Localization in Resource-Constrained Cyber Systems.
IEEE Trans. Signal Process., 2014

Temporal Traffic Dynamics Improve the Connectivity of Ad Hoc Cognitive Radio Networks.
IEEE/ACM Trans. Netw., 2014

Minimum Information Dominating Set for Opinion Sampling.
CoRR, 2014

Asymptotically Optimal Sequential Tests for Anomaly Detection: Switching with Memory.
CoRR, 2014

Active Hypothesis Testing for Quickest Anomaly Detection.
CoRR, 2014

Quickest anomaly detection: A case of active hypothesis testing.
Proceedings of the 2014 Information Theory and Applications Workshop, 2014

Anomaly detection over independent processes: Switching with memory.
Proceedings of the 52nd Annual Allerton Conference on Communication, 2014

Time-varying stochastic multi-armed bandit problems.
Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

Restless multi-armed bandits under time-varying activation constraints for dynamic spectrum access.
Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

2013
Broadcasting in multi-radio multi-channel wireless networks using simplicial complexes.
Wirel. Networks, 2013

Learning in a Changing World: Restless Multiarmed Bandit With Unknown Dynamics.
IEEE Trans. Inf. Theory, 2013

Introduction to the Issue on Learning-Based Decision Making in Dynamic Systems Under Uncertainty.
IEEE J. Sel. Top. Signal Process., 2013

Deterministic Sequencing of Exploration and Exploitation for Multi-Armed Bandit Problems.
IEEE J. Sel. Top. Signal Process., 2013

Consensus, Polarization and Clustering of Opinions in Social Networks.
IEEE J. Sel. Areas Commun., 2013

Dynamic probing for intrusion detection under resource constraints.
Proceedings of IEEE International Conference on Communications, 2013

Optimal index policies for quickest localization of anomaly in cyber networks.
Proceedings of the IEEE Global Conference on Signal and Information Processing, 2013

Opportunistic routing under unknown stochastic models.
Proceedings of the 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2013

Retail pricing for stochastic demand with unknown parameters: An online machine learning approach.
Proceedings of the 51st Annual Allerton Conference on Communication, 2013

Achieving complete learning in Multi-Armed Bandit problems.
Proceedings of the 2013 Asilomar Conference on Signals, 2013

Distributed node-weighted connected dominating set problems.
Proceedings of the 2013 Asilomar Conference on Signals, 2013

2012
Cooperative Game in Dynamic Spectrum Access with Unknown Model and Imperfect Sensing.
IEEE Trans. Wirel. Commun., 2012

Asymptotically Efficient Multichannel Estimation for Opportunistic Spectrum Access.
IEEE Trans. Signal Process., 2012

Opportunistic spectrum access in unslotted primary systems.
J. Frankl. Inst., 2012

Distributed Flow Scheduling in Unknown Environment
CoRR, 2012

Adaptive shortest-path routing under unknown and stochastically varying link states.
Proceedings of the 10th International Symposium on Modeling and Optimization in Mobile, 2012

Online learning for stochastic linear optimization problems.
Proceedings of the 2012 Information Theory and Applications Workshop, 2012

Dynamic intrusion detection in resource-constrained cyber networks.
Proceedings of the 2012 IEEE International Symposium on Information Theory, 2012

Delay optimal multichannel opportunistic access.
Proceedings of the IEEE INFOCOM 2012, Orlando, FL, USA, March 25-30, 2012, 2012

Phase transition in opinion diffusion in social networks.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

The thinnest path problem for secure communications: A directed hypergraph approach.
Proceedings of the 50th Annual Allerton Conference on Communication, 2012

Strategic communications in opinion diffusion.
Proceedings of the Conference Record of the Forty Sixth Asilomar Conference on Signals, 2012

2011
Connectivity of Heterogeneous Wireless Networks.
IEEE Trans. Inf. Theory, 2011

On the Connectivity and Multihop Delay of Ad Hoc Cognitive Radio Networks.
IEEE J. Sel. Areas Commun., 2011

Extended UCB Policy for Multi-Armed Bandit with Light-Tailed Reward Distributions
CoRR, 2011

The Non-Bayesian Restless Multi-Armed Bandit: A Case of Near-Logarithmic Strict Regret
CoRR, 2011

Deterministic Sequencing of Exploration and Exploitation for Multi-Armed Bandit Problems
CoRR, 2011

Decentralized Restless Bandit with Multiple Players and Unknown Dynamics
CoRR, 2011

Learning and sharing in a changing world: Non-Bayesian restless bandit with multiple players.
Proceedings of the Information Theory and Applications Workshop, 2011

Logarithmic weak regret of non-Bayesian restless multi-armed bandit.
Proceedings of the IEEE International Conference on Acoustics, 2011

The non-Bayesian restless multi-armed bandit: A case of near-logarithmic regret.
Proceedings of the IEEE International Conference on Acoustics, 2011

Indexability and whittle index for restless bandit problems involving reset processes.
Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011

Multi-channel opportunistic spectrum access in unslotted primary systems with unknown models.
Proceedings of the 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2011

Multi-armed bandit problems with heavy-tailed reward distributions.
Proceedings of the 49th Annual Allerton Conference on Communication, 2011

Dynamic pricing under binary demand uncertainty: A multi-armed bandit with correlated arms.
Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011

Trust, opinion diffusion and radicalization in social networks.
Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011

2010
Dynamic multichannel access with imperfect channel state detection.
IEEE Trans. Signal Process., 2010

Distributed learning in multi-armed bandit with multiple players.
IEEE Trans. Signal Process., 2010

Indexability of Restless Bandit Problems and Optimality of Whittle Index for Dynamic Multichannel Access.
IEEE Trans. Inf. Theory, 2010

Learning in A Changing World: Non-Bayesian Restless Multi-Armed Bandit
CoRR, 2010

Performance of round robin policies for dynamic multichannel access.
Proceedings of the Information Theory and Applications Workshop, 2010

Decentralized multi-armed bandit with multiple distributed players.
Proceedings of the Information Theory and Applications Workshop, 2010

Markov-optimal sensing policy for user state estimation in mobile devices.
Proceedings of the 9th International Conference on Information Processing in Sensor Networks, 2010

Distributed learning in cognitive radio networks: Multi-armed bandit with distributed multiple players.
Proceedings of the IEEE International Conference on Acoustics, 2010

Decentralized multi-armed bandit with imperfect observations.
Proceedings of the 48th Annual Allerton Conference on Communication, 2010

2009
Distributed Spectrum Sensing and Access in Cognitive Radio Networks With Energy Constraint.
IEEE Trans. Signal Process., 2009

Optimality of myopic sensing in multichannel opportunistic access.
IEEE Trans. Inf. Theory, 2009

Power Control in Cognitive Radio Networks: How to Cross a Multi-Lane Highway.
IEEE J. Sel. Areas Commun., 2009

Opportunistic Spectrum Access in Self-Similar Primary Traffic.
EURASIP J. Adv. Signal Process., 2009

Connectivity of Cognitive Radio Networks: Proximity vs. Opportunity
CoRR, 2009

Connectivity of cognitive radio networks: proximity vs. opportunity.
Proceedings of the 2009 ACM Workshop on Cognitive Radio Networks, CoRoNet 2009, Beijing, 2009

The Tradeoff between Energy Efficiency and User State Estimation Accuracy in Mobile Sensing.
Proceedings of the Mobile Computing, Applications, and Services, 2009

On the myopic policy for a class of restless bandit problems with applications in dynamic multichannel access.
Proceedings of the 48th IEEE Conference on Decision and Control, 2009

2008
On myopic sensing for multi-channel opportunistic access: structure, optimality, and performance.
IEEE Trans. Wirel. Commun., 2008

Opportunistic Spectrum Access via Periodic Channel Sensing.
IEEE Trans. Signal Process., 2008

Joint Design and Separation Principle for Opportunistic Spectrum Access in the Presence of Sensing Errors.
IEEE Trans. Inf. Theory, 2008

Introduction to the Issue on Signal Processing and Networking for Dynamic Spectrum Access.
IEEE J. Sel. Top. Signal Process., 2008

Optimality of Myopic Sensing in Multi-Channel Opportunistic Access
CoRR, 2008

A Restless Bandit Formulation of Multi-channel Opportunistic Access: Indexablity and Index Policy
CoRR, 2008

Structure and Optimality of Myopic Policy in Opportunistic Access with Noisy Observations
CoRR, 2008

Network configuration for optimal utilization efficiency of wireless sensor networks.
Ad Hoc Networks, 2008

A negotiation game for multichannel access in cognitive radio networks.
Proceedings of the 4th Annual International Conference on Wireless Internet, 2008

Optimality of Myopic Sensing in Multi-Channel Opportunistic Access.
Proceedings of IEEE International Conference on Communications, 2008

Link throughput of multi-channel opportunistic access with limited sensing.
Proceedings of the IEEE International Conference on Acoustics, 2008

Channel probing for opportunistic access with multi-channel sensing.
Proceedings of the 42nd Asilomar Conference on Signals, Systems and Computers, 2008

Session MA3b: Stochastic control and decision theory for cognitive radio networks.
Proceedings of the 42nd Asilomar Conference on Signals, Systems and Computers, 2008

2007
A Decision-Theoretic Framework for Opportunistic Spectrum Access.
IEEE Wirel. Commun., 2007

Energy-efficient information retrieval for correlated source reconstruction in sensor networks.
IEEE Trans. Wirel. Commun., 2007

Energy-Aware Adaptive Routing for Large-Scale Ad Hoc Networks: Protocol and Performance Analysis.
IEEE Trans. Mob. Comput., 2007

Resource-Constrained Signal Processing, Communications, and Networking [From the Guest Editors].
IEEE Signal Process. Mag., 2007

Decentralized cognitive MAC for opportunistic spectrum access in ad hoc networks: A POMDP framework.
IEEE J. Sel. Areas Commun., 2007

On Myopic Sensing for Multi-Channel Opportunistic Access
CoRR, 2007

Structure and Optimality of Myopic Sensing for Opportunistic Spectrum Access.
Proceedings of IEEE International Conference on Communications, 2007

A Survey of Dynamic Spectrum Access: Signal Processing and Networking Perspectives.
Proceedings of the IEEE International Conference on Acoustics, 2007

Bursty Traffic in Energy-Constrained Opportunistic Spectrum Access.
Proceedings of the Global Communications Conference, 2007

Low-Complexity Approaches to Spectrum Opportunity Tracking.
Proceedings of the 2nd International ICST Conference on Cognitive Radio Oriented Wireless Networks and Communications, 2007

2006
Sensor Networks With Mobile Access: Energy and Capacity Considerations.
IEEE Trans. Commun., 2006

The interplay between signal processing and networking in sensor networks.
IEEE Signal Process. Mag., 2006

Cross-Layer Design of Opportunistic Spectrum Access in the Presence of Sensing Error.
Proceedings of the 40th Annual Conference on Information Sciences and Systems, 2006

2005
Energy efficiency of large-scale wireless networks: proactive versus reactive networking.
IEEE J. Sel. Areas Commun., 2005

Opportunistic Carrier Sensing for Energy-Efficient Information Retrieval in Sensor Networks.
EURASIP J. Wirel. Commun. Netw., 2005

Energy efficient adaptive routing for ad hoc networks with time-varying heterogeneous traffic.
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

2004
A dynamic queue protocol for multiaccess wireless networks with multipacket reception.
IEEE Trans. Wirel. Commun., 2004

Distributed opportunistic transmission for wireless sensor networks.
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

2003
A multiqueue service room MAC protocol for wireless networks with multipacket reception.
IEEE/ACM Trans. Netw., 2003

2001
Multipacket reception in random access wireless networks: from signal processing to optimal medium access control.
IEEE Commun. Mag., 2001

2000
Semi-blind collision resolution in random access wireless ad hoc networks.
IEEE Trans. Signal Process., 2000

1999
Adaptive blind channel estimation by least squares smoothing.
IEEE Trans. Signal Process., 1999

Joint order detection and blind channel estimation by least squares smoothing.
IEEE Trans. Signal Process., 1999

Decision feedback blind symbol estimation by adaptive least squares smoothing.
Proceedings of the 1999 IEEE International Conference on Acoustics, 1999

1998
Blind channel estimation by least squares smoothing.
Proceedings of the 1998 IEEE International Conference on Acoustics, 1998


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