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• 2020

  Achieving Globally Superlinear Convergence for Distributed Optimization with Adaptive Newton Method

  Zhang, J., You, K. & Basar, T., Dec 14 2020, 2020 59th IEEE Conference on Decision and Control, CDC 2020. Institute of Electrical and Electronics Engineers Inc., p. 2329-2334 6 p. 9304321. (Proceedings of the IEEE Conference on Decision and Control; vol. 2020-December).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Distributed Optimization
  • Adaptive Method
  • Superlinear Convergence
  • Newton-Raphson method
  • Newton Methods

• A Data-Informed Approach for Analysis, Validation, and Identification of COVID-19 Models

  Olmez, S. Y., Mori, J., Miehling, E., Basar, T., Smith, R. L., West, M. & Mehta, P. G., Oct 6 2020, Cold Spring Harbor Laboratory Press, 8 p. (medRxiv).

  Research output: Working paper

  • analysis
  • trial
  • approval
  • public
  • pandemics

• A Game of Drones: Cyber-Physical Security of Time-Critical UAV Applications with Cumulative Prospect Theory Perceptions and Valuations

  Sanjab, A., Saad, W. & Basar, T., Nov 2020, In: IEEE Transactions on Communications. 68, 11, p. 6990-7006 17 p., 9144263.

  Research output: Contribution to journal › Article › peer-review

  • Drones
  • Unmanned aerial vehicles (UAV)
  • Game theory
  • Network security

• A generalized minimum phase property for finite-dimensional continuous-time MIMO LTI systems with additive disturbances

  Basar, T. & Pan, Z., 2020, In: IFAC-PapersOnLine. 53, 2, p. 4668-4675 8 p.

  Research output: Contribution to journal › Conference article › peer-review

  Open Access

  • Observability

• Analysis, Estimation, and Validation of Discrete-Time Epidemic Processes

  Pare, P. E., Liu, J., Beck, C. L., Kirwan, B. E. & Basar, T., Jan 2020, In: IEEE Transactions on Control Systems Technology. 28, 1, p. 79-93 15 p., 8488684.

  Research output: Contribution to journal › Article › peer-review

  • Asymptotic stability
  • Computer networks

• Approximate Equilibrium Computation for Discrete-Time Linear-Quadratic Mean-Field Games

  Uz Zaman, M. A., Zhang, K., Miehling, E. & Basar, T., Jul 2020, 2020 American Control Conference, ACC 2020. Institute of Electrical and Electronics Engineers Inc., p. 333-339 7 p. 9147474. (Proceedings of the American Control Conference; vol. 2020-July).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Structural properties
  • Dynamical systems
  • Costs

• Approximate markov-nash equilibria for discrete-time risk-sensitive mean-field games

  Saldi, N., Basar, T. & Raginsky, M., Nov 2020, In: Mathematics of Operations Research. 45, 4, p. 1596-1620 25 p.

  Research output: Contribution to journal › Article › peer-review

  • Mean Field
  • Nash Equilibrium
  • Discrete-time
  • Game
  • Exponential Utility

• Asymptotic Behavior of Conjunctive Boolean Networks over Weakly Connected Digraphs

  Chen, X., Gao, Z. & Basar, T., Jun 2020, In: IEEE Transactions on Automatic Control. 65, 6, p. 2536-2549 14 p., 8770125.

  Research output: Contribution to journal › Article › peer-review

  • Orbits
  • Boolean functions
  • Dynamical systems

• Controlling a networked SIS model via a single input over undirected graphs

  Wang, D., Liu, J., Paré, P. E., Chen, W., Qiu, L., Beck, C. L. & Basar, T., 2020, In: IFAC-PapersOnLine. 53, 2, p. 10981-10986 6 p.

  Research output: Contribution to journal › Conference article › peer-review

  Open Access

  • Curing

• Decentralized Multi-Agent Stochastic Optimization with Pairwise Constraints and Quantized Communications

  Cao, X. & Basar, T., 2020, In: IEEE Transactions on Signal Processing. 68, p. 3296-3311 16 p., 9103200.

  Research output: Contribution to journal › Article › peer-review

  • Communication
  • Random variables
  • Feedback
  • Cost functions
  • Costs

• Differentially Private Parameter Estimation: Optimal Noise Insertion and Data Owner Selection

  Cao, X. & Basar, T., Dec 14 2020, 2020 59th IEEE Conference on Decision and Control, CDC 2020. Institute of Electrical and Electronics Engineers Inc., p. 2887-2893 7 p. 9304375. (Proceedings of the IEEE Conference on Decision and Control; vol. 2020-December).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Insertion
  • Parameter estimation
  • Parameter Estimation
  • Privacy
  • Semidefinite Program

• Distributed learning of average belief over networks using sequential observations

  Zhang, K., Liu, Y., Liu, J., Liu, M. & Başar, T., May 2020, In: Automatica. 115, 108857.

  Research output: Contribution to journal › Article › peer-review

  • Directed graphs
  • Computer simulation
  • Communication

• Finite-sample analysis for decentralized cooperative multi-agent reinforcement learning from batch data

  Zhang, K., Yang, Z., Liu, H., Zhang, T. & Basar, T., 2020, In: IFAC-PapersOnLine. 53, 2, p. 1049-1056 8 p.

  Research output: Contribution to journal › Conference article › peer-review

  Open Access

  • Reinforcement learning
  • Time varying networks
  • Error analysis
  • Telecommunication networks
  • Learning algorithms

• Fixed-Time Nash Equilibrium Seeking in Non-Cooperative Games

  Poveda, J. I., Krstic, M. & Basar, T., Dec 14 2020, 2020 59th IEEE Conference on Decision and Control, CDC 2020. Institute of Electrical and Electronics Engineers Inc., p. 3514-3519 6 p. 9304146. (Proceedings of the IEEE Conference on Decision and Control; vol. 2020-December).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Non-cooperative Game
  • Nash Equilibrium
  • Cost functions
  • Dynamic models
  • Potential Games

• Global convergence of policy gradient methods to (almost) locally optimal policies

  Zhang, K., Koppel, A., Zhu, H. & Başar, T., 2020, In: SIAM Journal on Control and Optimization. 58, 6, p. 3586-3612 27 p.

  Research output: Contribution to journal › Article › peer-review

  • Gradient methods
  • Optimal Policy
  • Gradient Method
  • Policy
  • Global Convergence

• Information State Embedding in Partially Observable Cooperative Multi-Agent Reinforcement Learning

  Mao, W., Zhang, K., Miehling, E. & Basar, T., Dec 14 2020, 2020 59th IEEE Conference on Decision and Control, CDC 2020. Institute of Electrical and Electronics Engineers Inc., p. 6124-6131 8 p. 9303801. (Proceedings of the IEEE Conference on Decision and Control; vol. 2020-December).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Multiagent Learning
  • Reinforcement Learning
  • Reinforcement learning
  • Learning Algorithm
  • Value Function

• Modeling, estimation, and analysis of epidemics over networks: An overview

  Paré, P. E., Beck, C. L. & Başar, T., 2020, In: Annual Reviews in Control. 50, p. 345-360 16 p.

  Research output: Contribution to journal › Review article › peer-review

  • Viruses
  • Model structures
  • Mathematical models

• Nash Equilibrium Seeking in Quadratic Noncooperative Games Under Two Delayed Information-Sharing Schemes

  Oliveira, T. R., Rodrigues, V. H. P., Krstić, M. & Başar, T., 2020, (Accepted/In press) In: Journal of Optimization Theory and Applications.

  Research output: Contribution to journal › Article › peer-review

  • Information Sharing
  • Non-cooperative Game
  • Nash Equilibrium
  • Derivatives
  • Time delay

• Nash Equilibrium Seeking with Arbitrarily Delayed Player Actions

  Oliveira, T. R., Hugo Pereira Rodrigues, V., Krstic, M. & Basar, T., Dec 14 2020, 2020 59th IEEE Conference on Decision and Control, CDC 2020. Institute of Electrical and Electronics Engineers Inc., p. 150-155 6 p. 9303894. (Proceedings of the IEEE Conference on Decision and Control; vol. 2020-December).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Nash Equilibrium
  • Derivatives
  • Non-cooperative Game
  • Extremum
  • Time delay

• Optimal Control Approach for Rational Expectations Models with Longer Forward-Looking Time

  Ma, T., Xu, J., Zhang, H. & Basar, T., Dec 13 2020, 16th IEEE International Conference on Control, Automation, Robotics and Vision, ICARCV 2020. Institute of Electrical and Electronics Engineers Inc., p. 1041-1048 8 p. 9305466. (16th IEEE International Conference on Control, Automation, Robotics and Vision, ICARCV 2020).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Rational Expectations
  • Stochastic Difference Equation
  • Difference equations
  • Finite Horizon
  • Maximum Principle

• Optimization of Web Service-Based Data-Collection System With Smart Sensor Nodes for Balance Between Network Traffic and Sensing Accuracy

  Hou, C., Zhao, Q. & Basar, T., 2020, (Accepted/In press) In: IEEE Transactions on Automation Science and Engineering.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Smart sensors
  • Sensor nodes
  • Web services
  • Servers
  • Error analysis

• Quantifying Market Efficiency Impacts of Aggregated Distributed Energy Resources

  Alshehri, K., Ndrio, M., Bose, S. & Basar, T., Sep 2020, In: IEEE Transactions on Power Systems. 35, 5, p. 4067-4077 11 p., 9034009.

  Research output: Contribution to journal › Article › peer-review

  • Energy resources
  • Profitability
  • Power markets
  • Agglomeration
  • Uncertainty

• Reinforcement Learning in Non-Stationary Discrete-Time Linear-Quadratic Mean-Field Games

  Uz Zaman, M. A., Zhang, K., Miehling, E. & Basar, T., Dec 14 2020, 2020 59th IEEE Conference on Decision and Control, CDC 2020. Institute of Electrical and Electronics Engineers Inc., p. 2278-2284 7 p. 9304279. (Proceedings of the IEEE Conference on Decision and Control; vol. 2020-December).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Reinforcement Learning
  • Quadratic field
  • Mean Field
  • Reinforcement learning
  • Multiagent Learning

• Reliable Smart Road Signs

  Sayin, M. O., Lin, C. W., Kang, E., Shiraishi, S. & Başar, T., Dec 2020, In: IEEE Transactions on Intelligent Transportation Systems. 21, 12, p. 4995-5009 15 p., 8870234.

  Research output: Contribution to journal › Article › peer-review

  • Error correction
  • Information theory
  • Infrared radiation
  • Communication

• Secure contingency prediction and response for cyber-physical systems

  Miehling, E., Langbort, C. & Basar, T., Aug 2020, CCTA 2020 - 4th IEEE Conference on Control Technology and Applications. Institute of Electrical and Electronics Engineers Inc., p. 998-1003 6 p. 9206253. (CCTA 2020 - 4th IEEE Conference on Control Technology and Applications).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • contingency
  • Cyber Physical System
  • Prediction
  • attack
  • predictions

• Secure Discrete-Time Linear-Quadratic Mean-Field Games

  uz Zaman, M. A., Bhatt, S. & Başar, T., 2020, Decision and Game Theory for Security - 11th International Conference, GameSec 2020, Proceedings. Zhu, Q., Baras, J. S., Poovendran, R. & Chen, J. (eds.). Springer Science and Business Media Deutschland GmbH, p. 203-222 20 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12513 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Quadratic field
  • Mean Field
  • Game
  • Discrete-time
  • Sensor

• Streisand Games on Complex Social Networks

  Bhatt, S. & Basar, T., Dec 14 2020, 2020 59th IEEE Conference on Decision and Control, CDC 2020. Institute of Electrical and Electronics Engineers Inc., p. 1122-1127 6 p. 9303945. (Proceedings of the IEEE Conference on Decision and Control; vol. 2020-December).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Social Networks
  • Complex Networks
  • Game
  • Complex networks
  • Minimax
• 2018

  A bayesian multi-armed bandit approach for identifying human vulnerabilities

  Miehling, E., Xiao, B., Poovendran, R. & Başar, T., 2018, Decision and Game Theory for Security - 9th International Conference, GameSec 2018, Proceedings. Bushnell, L., Poovendran, R. & Basar, T. (eds.). Springer-Verlag Berlin Heidelberg, p. 521-539 19 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11199 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Multi-armed Bandit
  • Vulnerability
  • Human
  • Testing
  • Query

• A Consensus Problem in Mean Field Setting with Noisy Measurements of Target

  Basar, T., Aug 9 2018, 2018 Annual American Control Conference, ACC 2018. Institute of Electrical and Electronics Engineers Inc., p. 6521-6526 6 p. 8431664. (Proceedings of the American Control Conference; vol. 2018-June).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Random variables
  • Additive noise
  • Statistics

• A Coupled Bi-Virus Spread Model in Networked Systems

  Paré, P. E., Liu, J., Beck, C. L. & Başar, T., Aug 9 2018, 2018 Annual American Control Conference, ACC 2018. Institute of Electrical and Electronics Engineers Inc., p. 4414-4419 6 p. 8430785. (Proceedings of the American Control Conference; vol. 2018-June).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Viruses
  • Computer networks

• A dynamical network framework with application to stability of power networks

  Wang, D., Chen, W., Khong, S. Z., Liu, J., Basar, T. & Qiu, L., Jan 18 2018, 2017 IEEE 56th Annual Conference on Decision and Control, CDC 2017. Institute of Electrical and Electronics Engineers Inc., p. 2924-2928 5 p. (2017 IEEE 56th Annual Conference on Decision and Control, CDC 2017; vol. 2018-January).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Framework
  • Network Dynamics
  • Positive Feedback
  • Communication Channels
  • Architecture

• A game theoretical framework for inter-process adversarial intervention detection

  Sayin, M. O., Hosseini, H., Poovendran, R. & Başar, T., 2018, Decision and Game Theory for Security - 9th International Conference, GameSec 2018, Proceedings. Bushnell, L., Poovendran, R. & Basar, T. (eds.). Springer-Verlag Berlin Heidelberg, p. 486-507 22 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11199 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Anomaly detection
  • Attack
  • Game
  • Framework
  • Costs

• An approach to distributed parametric learning with streaming data

  Liu, J., Liu, Y., Nedić, A. & Başar, T., Jan 18 2018, 2017 IEEE 56th Annual Conference on Decision and Control, CDC 2017. Institute of Electrical and Electronics Engineers Inc., p. 3206-3211 6 p. (2017 IEEE 56th Annual Conference on Decision and Control, CDC 2017; vol. 2018-January).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Streaming Data
  • Learning Model
  • Learning
  • Graph
  • Convergence Rate

• Applications of group testing to security decision-making in networks

  Bolouki, S., Dobakhshari, D. G., Basar, T., Gupta, V. & Nedic, A., Jan 18 2018, 2017 IEEE 56th Annual Conference on Decision and Control, CDC 2017. Institute of Electrical and Electronics Engineers Inc., p. 2929-2934 6 p. (2017 IEEE 56th Annual Conference on Decision and Control, CDC 2017; vol. 2018-January).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Group Testing
  • Business
  • Decision Making
  • Testing
  • Decision making

• Asymptotic behavior of a reduced conjunctive Boolean network

  Chen, X., Gao, Z. & Basar, T., Jan 18 2018, 2017 IEEE 56th Annual Conference on Decision and Control, CDC 2017. Institute of Electrical and Electronics Engineers Inc., p. 4404-4409 6 p. (2017 IEEE 56th Annual Conference on Decision and Control, CDC 2017; vol. 2018-January).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Boolean Networks
  • Asymptotic Behavior
  • Orbits
  • Dynamical Systems
  • Dynamical systems

• Case Study of An Energy-Saving Game for Public Buildings

  Cheng, Z., Zhao, Q. & Başar, T., Dec 4 2018, 2018 IEEE 14th International Conference on Automation Science and Engineering, CASE 2018. IEEE Computer Society, p. 684-689 6 p. 8560530. (IEEE International Conference on Automation Science and Engineering; vol. 2018-August).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Managers
  • Energy conservation
  • Game theory
  • Costs
  • Experiments

• Controllability of Conjunctive Boolean Networks with Application to Gene Regulation

  Gao, Z., Chen, X. & Basar, T., Jun 2018, In: IEEE Transactions on Control of Network Systems. 5, 2, p. 770-781 12 p.

  Research output: Contribution to journal › Article › peer-review

  • Gene Regulation
  • Boolean Networks
  • Gene expression
  • Controllability
  • Orbits

• Countries' survival in networked international environments

  Li, Y., Morse, A. S., Liu, J. & Basar, T., Jan 18 2018, 2017 IEEE 56th Annual Conference on Decision and Control, CDC 2017. Institute of Electrical and Electronics Engineers Inc., p. 2912-2917 6 p. (2017 IEEE 56th Annual Conference on Decision and Control, CDC 2017; vol. 2018-January).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Power Allocation
  • Antagonism
  • Game
  • Bipartite Graph
  • Complete Graph

• Deceptive Multi-dimensional Information Disclosure over a Gaussian Channel∗

  Sayin, M. O. & Basar, T., Aug 9 2018, 2018 Annual American Control Conference, ACC 2018. Institute of Electrical and Electronics Engineers Inc., p. 6545-6552 8 p. 8431702. (Proceedings of the American Control Conference; vol. 2018-June).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Communication

• Discrete-Time Spread Processes: Analysis, Identification, and Validation

  Paré, P. E., Kirwan, B. E., Liu, J., Başar, T. & Beck, C. L., Aug 9 2018, 2018 Annual American Control Conference, ACC 2018. Institute of Electrical and Electronics Engineers Inc., p. 404-409 6 p. 8430937. (Proceedings of the American Control Conference; vol. 2018-June).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Agriculture
  • Asymptotic stability
  • Computer networks

• Distributed aggregative games on graphs in adversarial environments

  Kiumarsi, B. & Başar, T., 2018, Decision and Game Theory for Security - 9th International Conference, GameSec 2018, Proceedings. Bushnell, L., Poovendran, R. & Basar, T. (eds.). Springer-Verlag Berlin Heidelberg, p. 296-313 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11199 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Game
  • Attack
  • Graph in graph theory
  • Nash Equilibrium
  • Emergent Behavior

• Distributed discrete-time optimization by exchanging one bit of information

  Zhang, J., You, K. & Başar, T., Aug 9 2018, 2018 Annual American Control Conference, ACC 2018. Institute of Electrical and Electronics Engineers Inc., p. 2065-2070 6 p. 8431279. (Proceedings of the American Control Conference; vol. 2018-June).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Graph theory
  • Costs

• Distributed Equilibrium-Learning for Power Network Voltage Control with a Locally Connected Communication Network

  Zhang, K., Shi, W., Zhu, H. & Başar, T., Aug 9 2018, 2018 Annual American Control Conference, ACC 2018. Institute of Electrical and Electronics Engineers Inc., p. 3092-3097 6 p. 8430919. (Proceedings of the American Control Conference; vol. 2018-June).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Energy resources
  • Voltage control
  • Telecommunication networks
  • Hinges
  • Electric power distribution

• Dynamic Power Distribution System Management with a Locally Connected Communication Network

  Zhang, K., Shi, W., Zhu, H., Dallanese, E. & Basar, T., Aug 2018, In: IEEE Journal on Selected Topics in Signal Processing. 12, 4, p. 673-687 15 p., 8360012.

  Research output: Contribution to journal › Article › peer-review

  • Energy resources
  • Telecommunication networks
  • Time measurement
  • Electric potential

• Dynamic pricing in the presence of participation-dependent social learning

  Ma, Q., Shou, B., Huang, J. & Başar, T., Jun 26 2018, Mobihoc 2018 - Proceedings of the 2018 19th International Symposium on Mobile Ad Hoc Networking and Computing. Association for Computing Machinery, p. 101-110 10 p. (Proceedings of the International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc)).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Quality of service
  • Costs
  • Internet
  • Uncertainty

• Effects of subjective biases on strategic information transmission

  Nadendla, V. S. S., Langbort, C. & Basar, T., Dec 2018, In: IEEE Transactions on Communications. 66, 12, p. 6040-6049 10 p., 8444442.

  Research output: Contribution to journal › Article › peer-review

  • Transceivers
  • Transmitters

• Evolution of Social Power in Social Networks with Dynamic Topology

  Ye, M., Liu, J., Anderson, B. D. O., Yu, C. & Başar, T., Nov 2018, In: IEEE Transactions on Automatic Control. 63, 11, p. 3793-3808 16 p., 8289383.

  Research output: Contribution to journal › Article › peer-review

  • Power (Psychology)
  • Topology

• Fully decentralized multi-agent reinforcement learning with networked agents

  Zhang, K., Yang, Z., Liu, H., Zhang, T. & Başar, T., 2018, 35th International Conference on Machine Learning, ICML 2018. Krause, A. & Dy, J. (eds.). International Machine Learning Society (IMLS), p. 9340-9371 32 p. (35th International Conference on Machine Learning, ICML 2018; vol. 13).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Reinforcement learning
  • Telecommunication networks
  • Learning algorithms

• Generalized Colonel Blotto Game

  Ferdowsi, A., Sanjab, A., Saad, W. & Basar, T., Aug 9 2018, 2018 Annual American Control Conference, ACC 2018. Institute of Electrical and Electronics Engineers Inc., p. 5744-5749 6 p. 8431701. (Proceedings of the American Control Conference; vol. 2018-June).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Resource allocation
  • Cyber Physical System
  • Communication systems

• Gossip gradient descent

  Liu, Y., Liu, J. & Başar, T., Jan 1 2018, 17th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2018. International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), p. 1995-1997 3 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS; vol. 3).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Linear regression
  • Communication
  • Learning algorithms