Usman A. Khan

Themistoklis Charalambous

Miadreza Shafie-khah

Nader Meskin

CoRR, 2021

Distributed support-vector-machine over dynamic balanced directed networks.

[BibT_eX]

[DOI]

Themistoklis Charalambous

Alireza Aghasi

CoRR, 2021

Delay-Tolerant Consensus-based Distributed Estimation: Full-Rank Systems with Potentially Unstable Dynamics.

[BibT_eX]

[DOI]

Themistoklis Charalambous

CoRR, 2021

A Hybrid Variance-Reduced Method for Decentralized Stochastic Non-Convex Optimization.

[BibT_eX]

[DOI]

Proceedings of the 38th International Conference on Machine Learning, 2021

A Decentralized Variance-Reduced Method for Stochastic Optimization Over Directed Graphs.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2021

2020

Variance-Reduced Decentralized Stochastic Optimization With Accelerated Convergence.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2020

Minimal Sufficient Conditions for Structural Observability/Controllability of Composite Networks via Kronecker Product.

[BibT_eX]

[DOI]

IEEE Trans. Signal Inf. Process. over Networks, 2020

On the Complexity of Minimum-Cost Networked Estimation of Self-Damped Dynamical Systems.

[BibT_eX]

[DOI]

IEEE Trans. Netw. Sci. Eng., 2020

Distributed Heavy-Ball: A Generalization and Acceleration of First-Order Methods With Gradient Tracking.

[BibT_eX]

[DOI]

IEEE Trans. Autom. Control., 2020

Decentralized Optimization Over Time-Varying Directed Graphs With Row and Column-Stochastic Matrices.

[BibT_eX]

[DOI]

Fakhteh Saadatniaki

IEEE Trans. Autom. Control., 2020

Decentralized Stochastic Optimization and Machine Learning: A Unified Variance-Reduction Framework for Robust Performance and Fast Convergence.

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2020

Centrality-based epidemic control in complex social networks.

[BibT_eX]

[DOI]

Soc. Netw. Anal. Min., 2020

Cyber-Social Systems: Modeling, Inference, and Optimal Design.

[BibT_eX]

[DOI]

IEEE Syst. J., 2020

A General Framework for Decentralized Optimization With First-Order Methods.

[BibT_eX]

[DOI]

Proc. IEEE, 2020

Optimization for Data-Driven Learning and Control.

[BibT_eX]

[DOI]

Proc. IEEE, 2020

A fast randomized incremental gradient method for decentralized non-convex optimization.

[BibT_eX]

[DOI]

CoRR, 2020

A near-optimal stochastic gradient method for decentralized non-convex finite-sum optimization.

[BibT_eX]

[DOI]

CoRR, 2020

Gradient tracking and variance reduction for decentralized optimization and machine learning.

[BibT_eX]

[DOI]

CoRR, 2020

GT-SAGA: A fast incremental gradient method for decentralized finite-sum minimization.

[BibT_eX]

[DOI]

Proceedings of the 59th IEEE Conference on Decision and Control, 2020

2019

Distributed Nesterov Gradient Methods Over Arbitrary Graphs.

[BibT_eX]

[DOI]

Dusan Jakovetic

IEEE Signal Process. Lett., 2019

FROST - Fast row-stochastic optimization with uncoordinated step-sizes.

[BibT_eX]

[DOI]

EURASIP J. Adv. Signal Process., 2019

Variance-Reduced Decentralized Stochastic Optimization with Gradient Tracking - Part II: GT-SVRG.

[BibT_eX]

[DOI]

CoRR, 2019

Decentralized Stochastic First-Order Methods for Large-scale Machine Learning.

[BibT_eX]

[DOI]

CoRR, 2019

On the Controllability of Clustered Scale-Free Networks.

[BibT_eX]

[DOI]

CoRR, 2019

Distributed Training with Mobile Agents: Optimization Over Dynamic Directed Graphs.

[BibT_eX]

[DOI]

Fakhteh Saadatniaki

Proceedings of the IEEE Data Science Workshop, 2019

Distributed stochastic optimization with gradient tracking over strongly-connected networks.

[BibT_eX]

[DOI]

Proceedings of the 58th IEEE Conference on Decision and Control, 2019

Distributed empirical risk minimization over directed graphs.

[BibT_eX]

[DOI]

Proceedings of the 53rd Asilomar Conference on Signals, Systems, and Computers, 2019

2018

Localization in Mobile Networks via Virtual Convex Hulls.

[BibT_eX]

[DOI]

IEEE Trans. Signal Inf. Process. over Networks, 2018

Observational Equivalence in System Estimation: Contractions in Complex Networks.

[BibT_eX]

[DOI]

Houman Zarrabi

IEEE Trans. Netw. Sci. Eng., 2018

ADD-OPT: Accelerated Distributed Directed Optimization.

[BibT_eX]

[DOI]

IEEE Trans. Autom. Control., 2018

Linear Convergence in Optimization Over Directed Graphs With Row-Stochastic Matrices.

[BibT_eX]

[DOI]

IEEE Trans. Autom. Control., 2018

Structural Cost-Optimal Design of Sensor Networks for Distributed Estimation.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2018

Distributed Localization: A Linear Theory.

[BibT_eX]

[DOI]

Proc. IEEE, 2018

A Linear Algorithm for Optimization Over Directed Graphs With Geometric Convergence.

[BibT_eX]

[DOI]

IEEE Control. Syst. Lett., 2018

Localization in internets of mobile agents: A linear approach.

[BibT_eX]

[DOI]

CoRR, 2018

Linear Distributed Algorithms For Localization In Mobile Networks.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018

On the input-output approach towards distributed estimation.

[BibT_eX]

[DOI]

Proceedings of the 16th European Control Conference, 2018

Subgradient Projection Over Directed Graphs Using Surplus Consensus.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Data Science Workshop, 2018

Product adoption in heterogeneous networks: An epidemiological perspective.

[BibT_eX]

[DOI]

Fakhteh Saadatniaki

Proceedings of the 52nd Asilomar Conference on Signals, Systems, and Computers, 2018

2017

An Opportunistic Linear-Convex Algorithm for Localization in Mobile Robot Networks.

[BibT_eX]

[DOI]

IEEE Trans. Robotics, 2017

DEXTRA: A Fast Algorithm for Optimization Over Directed Graphs.

[BibT_eX]

[DOI]

IEEE Trans. Autom. Control., 2017

Distributed Subgradient Projection Algorithm Over Directed Graphs.

[BibT_eX]

[DOI]

IEEE Trans. Autom. Control., 2017

Asymptotic Stability of LTV Systems With Applications to Distributed Dynamic Fusion.

[BibT_eX]

[DOI]

IEEE Trans. Autom. Control., 2017

Distributed Estimation Recovery Under Sensor Failure.

[BibT_eX]

[DOI]

Houman Zarrabi

IEEE Signal Process. Lett., 2017

On the distributed optimization over directed networks.

[BibT_eX]

[DOI]

Qiong Wu

Neurocomputing, 2017

Optimization over directed graphs: Linear convergence rate.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

2016

Distributed Subspace Consensus in the Presence of Dynamic In-Network Disturbance.

[BibT_eX]

[DOI]

IEEE Trans. Control. Netw. Syst., 2016

Measurement partitioning and observational equivalence in state estimation.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Distributed dynamic optimization over directed graphs.

[BibT_eX]

[DOI]

Proceedings of the 55th IEEE Conference on Decision and Control, 2016

On the convergence of time-varying fusion algorithms: Application to localization in dynamic networks.

[BibT_eX]

[DOI]

Proceedings of the 55th IEEE Conference on Decision and Control, 2016

Fast distributed optimization over directed graphs.

[BibT_eX]

[DOI]

Qiong Wu

Proceedings of the 2016 American Control Conference, 2016

Unbounded connectivity: Asymptotic stability criteria for stochastic LTV systems.

[BibT_eX]

[DOI]

Proceedings of the 2016 American Control Conference, 2016

Robust sensor localization with locally-computed, global H∞-design.

[BibT_eX]

[DOI]

Anton Korniienko

Gérard Scorletti

Proceedings of the 2016 American Control Conference, 2016

A distributed range-based algorithm for localization in mobile networks.

[BibT_eX]

[DOI]

Proceedings of the 50th Asilomar Conference on Signals, Systems and Computers, 2016

2015

Leader-Follower Consensus in Mobile Sensor Networks.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2015

Revisiting Finite-Time Distributed Algorithms via Successive Nulling of Eigenvalues.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2015

Localization and tracking in mobile networks: Virtual convex hulls and beyond.

[BibT_eX]

[DOI]

CoRR, 2015

Linear Theory for Self-Localization: Convexity, Barycentric Coordinates, and Cayley-Menger Determinants.

[BibT_eX]

[DOI]

IEEE Access, 2015

Dynamic leader-follower algorithms in mobile multi-agent networks.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Digital Signal Processing, 2015

An H∞-based approach for robust sensor localization.

[BibT_eX]

[DOI]

Anton Korniienko

Karl Henrik Johansson

Proceedings of the 54th IEEE Conference on Decision and Control, 2015

Directed-Distributed Gradient Descent.

[BibT_eX]

[DOI]

Proceedings of the 53rd Annual Allerton Conference on Communication, 2015

2014

Graph-Theoretic Distributed Inference in Social Networks.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2014

Asymptotic stability of stochastic LTV systems with applications to distributed dynamic fusion.

[BibT_eX]

[DOI]

CoRR, 2014

Graphic-theoretic distributed inference in social networks.

[BibT_eX]

[DOI]

CoRR, 2014

Collaborative scalar-gain estimators for potentially unstable social dynamics with limited communication.

[BibT_eX]

[DOI]

Autom., 2014

Distributed averaging in the presence of interference.

[BibT_eX]

[DOI]

Proceedings of the 6th International Symposium on Communications, 2014

Scalar-gain distributed estimators for Hermitian systems.

[BibT_eX]

[DOI]

Proceedings of the IEEE 8th Sensor Array and Multichannel Signal Processing Workshop, 2014

Distributed algorithm for shortest path problem via randomized strategy.

[BibT_eX]

[DOI]

Sepideh Pourazarm

Proceedings of 11th IEEE International Conference on Networking, Sensing and Control, 2014

Information alignment for consensus with interference.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

On the characterization of distributed observability from first principles.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Global Conference on Signal and Information Processing, 2014

On the impact of low-rank interference on distributed multi-agent optimization.

[BibT_eX]

[DOI]

Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

On the convergence rate of swap-collide algorithm for simple task assignment.

[BibT_eX]

[DOI]

Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

Vulnerability of CPS inference to DoS attacks.

[BibT_eX]

[DOI]

Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

2013

On the Genericity Properties in Distributed Estimation: Topology Design and Sensor Placement.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2013

Consensus in the presence of interference.

[BibT_eX]

[DOI]

CoRR, 2013

Secure distributed estimation in cyber-physical systems.

[BibT_eX]

[DOI]

Aleksandar M. Stankovic

Proceedings of the IEEE International Conference on Acoustics, 2013

On the distributed estimation of rank-deficient dynamical systems: A generic approach.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

Source localization in complex networks using a frequency-domain approach.

[BibT_eX]

[DOI]

Proceedings of the IEEE Global Conference on Signal and Information Processing, 2013

A decentralized algorithm for the preferred assignment problem in multi-agent systems.

[BibT_eX]

[DOI]

Proceedings of the 12th European Control Conference, 2013

Topology design in networked estimation: A generic approach.

[BibT_eX]

[DOI]

Proceedings of the American Control Conference, 2013

2012

On the genericity properties in networked estimation: Topology design and sensor placement

[BibT_eX]

[DOI]

CoRR, 2012

A distributed self-clustering algorithm for autonomous multi-agent systems.

[BibT_eX]

[DOI]

Victor L. Minden

Clifford C. Youn

Proceedings of the 50th Annual Allerton Conference on Communication, 2012

Coordinated randomness in sparse graphs.

[BibT_eX]

[DOI]

Proceedings of the 50th Annual Allerton Conference on Communication, 2012

2011

Networked estimation under information constraints

[BibT_eX]

[DOI]

CoRR, 2011

Coordinated networked estimation strategies using structured systems theory.

[BibT_eX]

[DOI]

Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011

A sensor placement and network design paradigm for future smart grids.

[BibT_eX]

[DOI]

Proceedings of the 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2011

On the stability and optimality of distributed Kalman filters with finite-time data fusion.

[BibT_eX]

[DOI]

Proceedings of the American Control Conference, 2011

A coordination-free distributed algorithm for simple assignment problems using randomized actions.

[BibT_eX]

[DOI]

Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011

Communication strategies to ensure generic networked observability in multi-agent systems.

[BibT_eX]

[DOI]

Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011

2010

Higher dimensional consensus: learning in large-scale networks.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2010

DILAND: an algorithm for distributed sensor localization with noisy distance measurements.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2010

Modeling of Future Cyber-Physical Energy Systems for Distributed Sensing and Control.

[BibT_eX]

[DOI]

IEEE Trans. Syst. Man Cybern. Part A, 2010

Designing the parameters of high dimensional consensus: Multi-objective optimization and pareto-optimality.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2010

On connectivity, observability, and stability in distributed estimation.

[BibT_eX]

[DOI]

Proceedings of the 49th IEEE Conference on Decision and Control, 2010

2009

Distributed sensor localization in random environments using minimal number of anchor nodes.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2009

Higher dimensional consensus algorithms in sensor networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2009

Distributed localization and tracking with coordinated and uncoordinated motion models.

[BibT_eX]

[DOI]

Proceedings of the 47th Annual Allerton Conference on Communication, 2009

2008

Distributing the Kalman Filter for Large-Scale Systems.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2008

Millimeter- and Submillimeter-Wave Dielectric Measurements of Household Powders Using Fourier Transform Spectroscopy.

[BibT_eX]

[DOI]

Nicholas Nguyen

Mohammed N. Afsar

IEEE Trans. Instrum. Meas., 2008

Distributed iterate-collapse inversion (DICI) algorithm for L-banded matrices.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2008

Distributed sensor localization in Euclidean spaces: Dynamic environments.

[BibT_eX]

[DOI]

Proceedings of the 46th Annual Allerton Conference on Communication, 2008

A linear iterative algorithm for distributed sensor localization.

[BibT_eX]

[DOI]

Proceedings of the 42nd Asilomar Conference on Signals, Systems and Computers, 2008

2007

Measurement of Broadband Dielectric Properties of Cyclohexane, Chlorobenzene, 10% Formalin, and 1, 4-Dioxane Using Dispersive Fourier Transform Spectroscopy.

[BibT_eX]

[DOI]