ML-AIM Machine Learning and Artificial Intelligence for Medicine

Research Laboratory led by Prof. Mihaela van der Schaar
- All publications
- Recent NIPS, ICML, ICLR, AAAI, AISTATS conferences
- Recent Machine Learning for Healthcare (MLHC) conference
- Clinical publications
- Clinical abstracts
- Communications and Networks publications

    Communications and Networks publications


  1. Y. Zhou, C. Shen, and M. van der Schaar, "A Non-stationary Online Learning Approach to Mobility Management," IEEE Transactions on Wireless Communications, 2019. [Link]
  2. S. Maghsudi, M. van der Schaar, "Distributed Task Management in Cyber-Physical Systems: How to Cooperate under Uncertainty? ," IEEE Transactions on Cognitive Communications and Networking, 2018. [Link]
  3. Y. Song and M. van der Schaar, "Repeated Network Games with Dominant Actions and Individual Rationality," IEEE Transactions on Network Science and Engineering, 2018. [Link]
  4. S. Muller, C. Tekin, M. van der Schaar, A. Klein, "Context-Aware Hierarchical Online Learning for Performance Maximization in Mobile Crowdsourcing,; IEEE/ACM Transactions on Networking, 2018. [Link]
  5. C. Shen, C. Tekin, M. van der Schaar, "Generalized Global Bandit and Its Application in Cellular Coverage Optimization," IEEE Journal of Selected Topics in Signal Processing (JSTSP), 2018. [Link]
  6. A. Alaa, K. Ahuja, and M. van der Schaar, "A Micro-foundation of Social Capital in Evolving Social Networks," IEEE Transactions on Network Science and Engineering, 2017. [Link]
  7. C.-K. Yu, M. van der Schaar, and A. Sayed, "Distributed Learning for Stochastic Generalized Nash Equilibrium Problems," IEEE Transactions on Signal Processing, 2017. [Link]
  8. S. Zhang and M. van der Schaar, "From Acquaintances to Friends: Homophily and Learning in Networks," the 2017 JSAC Game Theory for Networks special issue., 2017. [Link]
  9. C. Wu, M. Gerla, and M. van der Schaar, "Social Norm Incentives for Network Coding in MANETs," IEEE/ACM Transactions on Networking, 2016. [Link]
  10. S. Muller, O. Atan, M. van der Schaar and A. Klein, "Context-Aware Proactive Content Caching With Service Differentiation in Wireless Networks," in IEEE Transactions on Wireless Communications, vol. 16, no. 2, pp. 1024-1036, Feb. 2017. [Link]
  11. C. Shen, C. Tekin, and M. van der Schaar, "A Non-stochastic Learning Approach to Energy Efficient Mobility Management," IEEE Journals on Selected Areas in Communications, Series on Green Communications and Networking, 2016. [Link]
  12. S. Li, J. Xu, M. van der Schaar, and W. Li, "Trend-Aware Video Caching through Online Learning, " IEEE Transactions on Multimedia, 2016. [Link]
  13. J. Xu, J. Y. Xu, L. Song, G. Pottie, and M. van der Schaar, "Personalized Active Learning for Activity Classification using Wireless Wearable Sensors," IEEE Journal on Selected Topics in Signal Processing, vol. 10, no. 5, pp. 865-876, Apr. 2016. [Link]
  14. S. Amuru, R. M. Buehrer, and M. van der Schaar, "Blind Network Interdiction Strategies- A Learning Approach," IEEE Transactions on Cognitive Communications and Networking, vo. 1, no. 4, pp. 435-449, Mar. 2016.[Link]
  15. S. Amuru, C. Tekin, M. van der Schaar and M. Buehrer, "Jamming Bandits - A Novel Learning Method for Optimal Jamming," IEEE Transactions on Wireless Communications, vol. 15, no. 4, pp. 2792-2808, Apr. 2016. [Link]
  16. L. Canzian, U. Demiryurek, and M. van der Schaar, "Collision Detection by Networked Sensors," IEEE Transactions on Signal and Information Processing over Networks, vol. 2, no. 1, pp. 1-15, Mar. 2016. [Link]
  17. A. Alaa, K. Ahuja, M. van der Schaar, " Self-organizing Networks of Information Gathering Cognitive Agents," IEEE Transactions on Cognitive Communications and Networking - Inaugural issue (invited paper), vol. 1, no. 1, pp. 100-112, Nov. 2015. [Link]
  18. B.-G. Kim, Y. Zhang, M. van der Schaar, and J.-W. Lee, "Dynamic Pricing and Energy Consumption Scheduling with Reinforcement Learning," IEEE Transactions on Smart Grid, 2015. [Link]
  19. L. Canzian, M. Zorzi, M. van der Schaar, "Game Theoretic Design of MAC Protocols: Pricing versus Intervention," IEEE Trans. on Communications, vol. 63, no. 11, pp. 4287-4303, 2015.[Link]
  20. C.-K. Yu, M. van der Schaar, and A. H. Sayed, "Information-Sharing over Adaptive Networks with Self-interested Agents," IEEE Trans. on Signal and Information Processing over Networks, vol. 1, no. 1, pp. 2-19, Jun. 2015. [Link]
  21. Z. Yuan, J. Xu, Y. Xue, and M. van der Schaar, "Bits Learning: User-adjustable Privacy versus Accuracy in Internet Traffic Classification," IEEE Communications Letters, vol. 20, no. 4, Apr. 2016. [Link]
  22. L. Canzian, K. Zhao, G. C. Wong, M. van der Schaar, "A Dynamic Network Formation Model for Understanding Bacterial Self-Organization into Micro-Colonies," IEEE Transactions on Molecular, Biological, and Multi-Scale Communications, vol. 1, no. 1, pp. 76 - 89, 2015. [Link]
  23. M. van der Schaar, Y. Xiao, W. Zame, "Efficient Outcomes in Repeated Games with Limited Monitoring," Economic Theory, vol. 60, no. 1, pp. 1-34, 2015 - Lead article. [Link]
  24. J. Xu, C. Tekin, S. Zhang and M. van der Schaar, "Distributed Multi-Agent Online Learning Based on Global Feedback," IEEE Trans. Signal Process. vol. 63, no. 9, Feb 2015. [Link]
  25. K. Ahuja, Y. Xiao and M. van der Schaar, "Efficient Interference Management Policies for Femtocell Networks," IEEE Transactions on Wireless Communications, vol. 14, no. 9, pp. 4879-4893, Sept. 2015. [Link]
  26. K. Ahuja, Y. Xiao and M. van der Schaar "Distributed Interference Management Policies for Heterogeneous Small Cell Networks," IEEE J. Sel. Areas Commun., vol. 33, no. 6, pp. 1112-1126, 2015. [Link]
  27. C. Tekin and M. van der Schaar, "Distributed Online Learning via Cooperative Contextual Bandits," IEEE Trans. Signal Process., vol. 63, no. 14, pp. 3700-3714, 2015. [Link]
  28. N. Mastronarde, V. Patel, J. Xu, L. Liu, and M. van der Schaar , "To Relay or Not to Relay: Learning Device-to-Device Relaying Strategies in Cellular Networks,"IEEE Transactions on Mobile Computing, vol. 15, no. 6, pp. 1569-1585, June 2016. [Link]
  29. C. Shen, J. Xu and M. van der Schaar, "Silence is Gold: Strategic Interference Mitigation Using Tokens in Heterogeneous Small Cell Networks," IEEE J. Sel. Areas Commun., vol.33, no.6, pp1097-1111, June 2015. [Link]
  30. Y. Song and M. van der Schaar, "Dynamic Network Formation with Incomplete Information," Economic Theory, vol. 59, no. 2, pp. 301-331, 2015. [Link]
  31. J. Xu and M. van der Schaar, "Efficient Working and Shirking in Networks," IEEE JSAC Bonus Issue for Emerging Technologies, vol. 33, no. 4, pp. 651-662, April 2015. [Link]
  32. N. Thomos, E. Kurdoglu, P. Frossard, and M. van der Schaar, "Adaptive Prioritized Random Linear Coding and Scheduling for Layered Data Delivery from Multiple Servers," IEEE Trans. Multimedia, vol. 17, no. 6, pp. 893-906, June 2015. [Link]
  33. Y. Xiao and M. van der Schaar, "Socially-Optimal Design of Service Exchange Platforms with Imperfect Monitoring," ACM Transactions on Economics and Computation, vol. 3, no. 4, Jul. 2015. [Link]
  34. L. Canzian and M. van der Schaar, "Timely Event Detection by Networked Learners," IEEE Transactions on Signal Processing, vol. 63, no. 5, pp. 1282-1296, Jan. 2015. [Link]
  35. C. Tekin, O. Atan and M. van der Schaar, "Discover the Expert: Context-Adaptive Expert Selection for Medical Diagnosis," IEEE Transactions on Emerging Topics in Computing, vol. 3, no. 2, pp. 220-234, June 2015. [Link]
  36. J. Xu, M. van der Schaar, J. Liu and H. Li, "Forecasting Popularity of Videos using Social Media," IEEE Journal of Selected Topics in Signal Processing (JSTSP), vol. 9, no. 2, pp. 330-343, Nov. 2014.. [Link]
  37. S. Ren and M. van der Schaar, "Dynamic Scheduling for Energy Minimization in Delay-Sensitive Stream Mining," IEEE Transactions on Signal Processing, vol. 62, no. 20, 2014. [Link]
  38. J. Alcaraz and M. van der Schaar, "Coalitional Games with Intervention: Application to Spectrum Leasing in Cognitive Radio," IEEE Transactions on Wireless Communications, vol. 13, no. 11, pp. 6166-6179, 2014. [Link]
  39. Y. Xiao and M. van der Schaar, "Optimal Foresighted Multi-User Wireless Video," IEEE J. Sel. Topics Signal Process., Special Issue on Visual Signal Processing for Wireless Networks., vol. 9, no. 1, pp. 89-101, Feb. 2015.
  40. Y. Xiao, W. R. Zame and M. van der Schaar, "Technology Choices and Pricing Policies in Public and Private Wireless Networks," IEEE Transactions on Wireless Communications,vol. 13, no. 12, Oct. 2014. [Link]
  41. O. Atan, A. Yiannis, C. Tekin, and M. van der Schaar, "Bandit Framework For Systematic Learning In Wireless Video-Based Face Recognition," IEEE J. Sel. Topics Signal Process., vol. 9, no. 1, June. 2014. [Link]
  42. C. Tekin, S. Zhang, and M. van der Schaar, "Distributed Online Learning in Social Recommender Systems," IEEE Journal of Selected Topics in Signal Processing (JSTSP), vol. 8, no. 4, pp. 638-652, Aug. 2014. [Link]
  43. J. Xu, Y. Song, and M. van der Schaar, "Sharing in Networks of Strategic Agents," IEEE J. Sel. Topics Signal Process. - Special issue on "Signal Processing for Social Networks", vol. 8, no. 4, pp. 717-731, Aug. 2014. [Link]
  44. Y. Zhang and M. van der Schaar, "Collective Ratings for Online Communities with Strategic Users," IEEE Transactions on Signal Processing, vol. 62, no. 12, pp. 3069-3083, June 2014. [Link]
  45. S. Parsaeefard, A. R. Sharafat and M. van der Schaar, "Robust Power Control for Heterogeneous Users in Shared Unlicensed Bands," IEEE Transactions on Wireless Communications, vol. 13, no. 6, pp. 3167-3182, June 2014. [Link]
  46. J. Xu, Y. Andreopoulos, Y. Xiao and M. van der Schaar, "Non-stationary Resource Allocation Policies for Delay-constrained Video Streaming: Application to Video over Internet-of-Things-enabled Networks," J. Sel. Areas in Commun., Special Issue on Adaptive Media Streaming, vol. 32, no. 4, pp. 782-794, Apr. 2014. [Link]
  47. Y. Xiao and M. van der Schaar, "Energy-efficient Nonstationary Spectrum Sharing," IEEE Trans. on Communications, vol. 62, no. 3, pp. 810-821, March 2014. [Link]
  48. S. Parsaeefard, A. R. Sharafat and M. van der Schaar, "Robust Additively Coupled Games in the Presence of Bounded Uncertainty in Communication Networks," IEEE Trans. on Vehicular Technology, vol. 63, no. 3, pp. 1436-1452, March 2014. [Link]
  49. Y. Zhang, J. Park, M. van der Schaar, “Rating Protocols for Online Communities", ACM Transactions on Economics and Computation, vol. 2, no. 1, March 2014. [Link]
  50. W. Zame, J. Xu and M. van der Schaar, "Cooperative Multi-Agent Learning and Coordination for Cognitive Radio Networks," IEEE J. Sel. Areas Commun. - Special issue on Cognitive Radio Series, vol. 32, no. 3, pp. 464-477, Mar. 2014. [Link]
  51. M. van der Schaar, J. Xu and W. Zame, "Efficient Online Exchange via Fiat Money," in Economic Theory, vol. 54, no. 2, pp. 211-248, Oct. 2013. [Link]
  52. W. Zame, J. Xu and M. van der Schaar, "Winning the Lottery: Learning Perfect Coordination with Minimal Feedback," in IEEE J. Sel. Topics in Signal Process., vol. 7, no. 5, pp. 846-857, Oct. 2013. [Link]
  53. Y. Zhang and M. van der Schaar, "Robust Reputation Protocol Design for Online Communities: A Stochastic Stability Analysis," in IEEE J. of Sel. Topics in Signal Process., vol. 7, no. 5, pp. 907-920, Oct. 2013. [Link]
  54. H.P. Shiang and M. van der Schaar, "Conjecture-Based Load Balancing for Delay-Sensitive Users Without Message Exchanges," in IEEE Trans. on Vehicular Technology, vol. 62, no. 8, pp. 3983-3995, Oct. 2013. [Link]
  55. Y. Zhang, M. van der Schaar, "Incentive Provision and Job Allocation in Social Cloud Systems", in IEEE J. Sel. Areas in Commun vol. 31, no. 9, pp. 607-617, Sep. 2013. [Link]
  56. K.T. Phan, T. Le-Ngoc, M. van der Schaar, and F. Fu, "Optimal Scheduling over Time-Varying Channels with Traffic Admission Control: Structural Results and Online Learning Algorithms," in IEEE Trans. on Wireless Communication., vol. 12, no. 9, pp. 4434-4444, Sep. 2013. [Link]
  57. L. Canzian, Y. Xiao, W. Zame, M. Zorzi, and M. van der Schaar, "Intervention with Complete and Incomplete Information: Application to Flow Control," in IEEE Trans. Commun., vol. 61, no. 8, pp. 3206-3218, Aug. 2013. [Link]
  58. L. Canzian, Y. Xiao, W. Zame, M. Zorzi, and M. van der Schaar, "Intervention with Private Information, Imperfect Monitoring and Costly Communication," in IEEE Trans. Commun., vol. 61, no. 8, pp. 3192-3205, Aug. 2013. [Link]
  59. J. Xu and M. van der Schaar, "Token System Design for Autonomic Wireless Relay Networks," in IEEE Trans. on Commun., vol. 61, no. 7, pp. 2924-2935, July 2013. [Link]
  60. Y. Zhang and M. van der Schaar, "Strategic Networks: Information Dissemination and Link Formation Among Self-interested Agents," in IEEE J. Sel. Areas Commun. - Special issue on Network Science, vol. 31, no. 6, pp. 1115-1123, June 2013. [Link]
  61. S. Ren, M. van der Schaar, "Dynamic Scheduling and Pricing in Wireless Cloud Computing,” IEEE Trans. on Mobile Computing, May 2013.
  62. N. Mastronarde and M. van der Schaar, "Joint Physical-Layer and System-Level Power Management for Delay-Sensitive Wireless Communications," IEEE Trans. on Mobile Computing, vol. 12, no. 4, pp. 694-709, Apr. 2013. [Link] (for a more complete version, please see [Link]) (for source code, please see [Link])
  63. O. Habachi, H. Shiang, M. van der Schaar, and Y. Hayel, "Online Learning based Congestion Control for Adaptive Multimedia Transmission," in IEEE Trans. Signal Process., vol. 61, no. 6, pp. 1460-1469, Mar. 2013. [Link]
  64. S. Ren, J. Park, and M. van der Schaar, “Entry and Spectrum Sharing Scheme Selection in Femtocell Communications Markets,” IEEE/ACM Transactions on Networking, vol. 21, no. 2, pp. 218-232, Feb. 2013. [Link]
  65. Y. Zhang and M. van der Schaar, "Information Production and Link Formation in Social Computing Systems,” in IEEE J. Sel. Areas Commun. – Special issue on Economics of Communication Networks and Systems, vol. 30, no. 10, pp. 2136-2145, Dec. 2012. [Link]
  66. J. Xu and M. van der Schaar, "Social Norm Design for Information Exchange Systems with Limited Observations," in IEEE J. Sel. Areas Commun. – Special issue on Economics of Communication Networks and Systems, vol 30, no. 11, pp. 2126-2135, Dec. 2012. [Link]
  67. Y. Su and M. van der Schaar, "Structural Solutions for Additively Coupled Sum Constrained Games," in IEEE Trans. Commun., vol. 60, no. 12, pp. 3779-3796, Dec. 2012. [Link]
  68. S. Ren and M. van der Schaar, "Pricing and Investment for Online TV Content Platforms," in IEEE Trans. Multimedia (special issue: “Smart, social and converged TV”), vol. 14, no. 6, pp 1566-1578, Dec. 2012. [Link]
  69. Y. Xiao and M. van der Schaar, "Dynamic Spectrum Sharing Among Repeatedly Interacting Selfish Users With Imperfect Monitoring," in IEEE J. Sel. Areas Commun. – Special issue on Cognitive Radio Networks, vol. 30, no. 10, pp. 1890-1900, Nov. 2012 [Link]
  70. F. Fu and M. van der Schaar, “Structure-Aware Stochastic Control for Transmission Scheduling,” in IEEE Trans. Veh. Tech. vol. 61, no. 9, pp. 3931-3945, Nov. 2012. [Link] (Click here for Tech report)
  71. Y. Xiao, J. Park, and M. van der Schaar, "Repeated Games With Intervention: Theory and Applications in Communications,” IEEE Trans. Commun., vol. 60, no. 10, pp. 3123-3132, Oct. 2012. [Link]
  72. K. T. Phan, J. Park, and M. van der Schaar, "Near-Optimal Deviation-Proof Medium Access Control Designs in Wireless Networks," in IEEE/ACM Trans. Networking, vol. 20, no. 5, pp. 1581-1594, Oct. 2012 [Link]
  73. N. Mastronarde, F. Verde, D. Darsena, A. Scaglione, and M. van der Schaar, “Transmitting Important Bits and Sailing High Radio Waves: A Decentralized Cross-layer Approach to Cooperative Video Transmission,” IEEE J. on Select. Areas in Communications Cooperative Networking -- Challenges and Applications, vol. 30, no. 9, pp. 1597-1604, Oct. 2012. [Link] (Click here for Tech report)
  74. O. Habachi, Y. Hu, M. Van der Schaar, Y. Hayel, and F. Wu."MOS-based Congestion Control for Conversational Services", IEEE Journal Sel. Areas Commun., vol. 30, no. 7, pp. 1225-1236, Aug. 2012. [Link]
  75. H. P. Shiang and M. van der Schaar, "Quality-Centric TCP-Friendly Congestion Control for Multimedia Transmission," IEEE Trans. on Multimedia, vol. 14, no. 3 pp. 896-909, June 2012 [Link]
  76. F. Fu and M. van der Schaar, "Structural Solutions for Dynamic Scheduling in Wireless Multimedia Transmission", IEEE Transactions Circuits Systems for Video Tech., vol. 22, no. 5, pp. 727-739, May 2012. [Link]
  77. K. T. Phan, M van der Schaar, and W. R. Zame, "Congestion, Information, and Secret Information in Flow Networks", IEEE J. Sel. Topics Signal Process., Special issue on Game Theory In Signal Processing, vol. 6, no. 2, pp. 117 - 126, Apr. 2012. [Link]
  78. Y. Xiao, J. Park, and M. van der Schaar, "Intervention in Power Control Games With Selfish Users", IEEE J. Sel. Topics Signal Process., Special issue on Game Theory In Signal Processing, vol. 6, no. 2, pp. 165 - 179, Apr. 2012. [Link]
  79. S. Ren and M. van der Schaar, "Data Demand Dynamics in Communications Markets", IEEE Trans. Signal Process., vol. 60, no. 4, pp. 1986 - 2000, Apr. 2012. [Link]
  80. H. Bobarshad, M. van der Schaar, M. Shikh-Bahaei, "Analytical Modeling for Delay-Sensitive Video over WLAN", IEEE Trans. on Multimedia, vol. 14, no. 2, pp. 401 - 414, Apr. 2012. [Link]
  81. R. Izhak-Ratzin, H. Park, and M. van der Schaar, "Online Learning in BitTorrent Systems", IEEE Trans. on Parallel and Distributed Systems, vol. 23, no. 12, pp. 2280-2288, Mar. 2012. [Link]
  82. Y. Zhang and M. van der Schaar, "Peer-to-Peer Multimedia Sharing based on Social Norms", Elsevier Journal Signal Processing: Image Communication Special Issue on "Advances in video streaming for P2P networks", Feb. 2012. [Link]
  83. J. Park and M. van der Schaar, "The Theory of Intervention Games for Resource Sharing in Wireless Communications", IEEE J. Sel. Areas Commun., vol. 30, no. 1, pp. 165-175, Jan. 2012. [Link] [Click here for more about the intervention framework]
  84. N. Mastronarde and M. van der Schaar, "Fast reinforcement learning for energy-efficient wireless communication," IEEE Trans. on Signal Processing, vol. 59, no. 12, pp. 6262 - 6266, Dec. 2011. [Link]
  85. J. Park and M. van der Schaar, "Cognitive MAC Protocols Using Memory for Distributed Spectrum Sharing under Limited Spectrum Sensing", IEEE Trans. Commun., vol. 59, no. 9, pp. 2627-2637, Sep. 2011. [Link]
  86. Y. Su and M. van der Schaar, "Linearly Coupled Communication Games", IEEE Trans. Commun., vol. 59, no. 9, pp. 2543-2553, Sep. 2011. [Link]
  87. S. Ren and M. van der Schaar, "Pricing and Distributed Power Control in Wireless Relay Networks", IEEE Trans. Signal Process., vol. 59, no. 6, pp. 2913-2926, June 2011. [Link]
  88. J. Park and M. van der Schaar, "Adaptive MAC Protocols Using Memory for Networks with Critical Traffic", IEEE Trans. Signal Processing, vol. 59, no.3, pp. 1269-1279, Mar. 2011. [Link]
  89. Z. Lin and M. van der Schaar, "Autonomic and distributed joint routing and power control for delay-sensitive applications in multi-hop wireless networks", IEEE Trans. Wireless Commun., vol. 10, no. 1, pp. 102-113, Jan. 2011. [Link]
  90. J. Park and M. van der Schaar, "Medium Access Control Protocols With Memory", IEEE/ACM Trans. Networking, vol. 18, no. 6, pp. 1921-1934, Dec. 2010. [Link]
  91. Z. Lin and M. van der Schaar, "MAC Layer Jamming Mitigation Using a Game Augmented by Intervention", EURASIP J. Wireless Commun. Networking, vol. 2010, Nov. 2010. [Link]
  92. J. Park and M. van der Schaar, "A Game Theoretic Analysis of Incentives in Content Production and Sharing over Peer-to-Peer Networks", IEEE J. Sel. Topics Signal Process., vol. 4, no. 4, pp. 704-717, Aug. 2010. [Link]
  93. H. Bobarshad, M. van der Schaar, M. Shikh-Bahaei, "A Low-Complexity Analytical Modeling for Cross-Layer Adaptive Error Protection in Video over WLAN", IEEE Trans. on Multimedia, vol. 12, no. 5, pp. 427-438, Aug. 2010. [Link]
  94. Y. Zhang, F. Fu, and M. van der Schaar, "On-Line Learning and Optimization for Wireless Video Transmission", IEEE Trans. Signal Process., vol. 58, no. 6, pp. 3108-3124, June 2010. [Link]
  95. S. Ren and M. van der Schaar, "Distributed power allocation in multi-user multi-channel cellular relay networks", IEEE Trans. Wireless Commun., vol. 9, no. 6, pp. 1952-1964, June 2010. [Link]
  96. H. P. Shiang and M. van der Schaar, "Online Learning in Autonomic Multi-Hop Wireless Networks for Transmitting Mission-Critical Applications," IEEE J. Sel. Areas Commun., vol. 28, no. 5, pp. 728-741, June 2010. [Link]
  97. Y. Su and M. van der Schaar, "Dynamic Conjectures in Random Access Networks Using Bio-inspired Learning," IEEE J. Sel. Areas Commun., vol. 28, no. 4, pp. 587-601, May 2010. [Link] [Long version]
  98. F. Fu and M. van der Schaar, "A Systematic Framework for Dynamically Optimizing Multi-User Video Transmission," IEEE J. Sel. Areas Commun., vol. 28, no. 3, pp. 308-320, Apr. 2010 [Link] (also featured in the IEEE MMTC R-Letter, Apr. 2011. [Link])
  99. H. P. Shiang and M. van der Schaar, "Information-Constrained Resource Allocation in Multi-Camera Wireless Surveillance Networks," IEEE Trans. on Circuits and Systems for Video Technology, vol. 20, no. 4, pp. 505-517, Apr. 2010. [Link]
  100. H. Park and M. van der Schaar, "Evolution of Resource Reciprocation Strategies in P2P Networks", IEEE Trans. Signal Process., vol. 58, no. 3, pp. 1205-1218, Mar. 2010. [Link]
  101. F. Fu and M. van der Schaar, "Decomposition Principles and Online Learning in Cross-Layer Optimization for Delay-Sensitive Applications", IEEE Trans. Signal Process., vol 58, no. 3, pp. 1401-1415, Feb. 2010. [Link]
  102. H. Park and M. van der Schaar, "Fairness Strategies for Wireless Resource Allocation among Autonomous Multimedia Users," IEEE Trans. on Circuits and Systems for Video Technology, vol. 20, no. 2, pp. 297-309, Feb. 2010. [Link]
  103. O. Nasr, M. van der Schaar, and B. Dahnresrad, "A unique beamforming-based equilibrium in multi-user random access SIMO Networks", IEEE Commun. Letters, vol.14, no. 2, Feb. 2010. [Link]
  104. N. Mastronarde and M. van der Schaar, "Online Reinforcement Learning for Dynamic Multimedia Systems," IEEE Trans. on Image Processing, vol. 19, no. 2, pp. 290-305, Feb. 2010. [Link]
  105. H. Park and M. van der Schaar, "Quality-based Resource Brokerage for Autonomous Networked Multimedia Applications," IEEE Trans. on Circuits and Systems for Video Technology, vol. 19, no. 12, pp. 1781-1792, Dec. 2009. [Link]
  106. H. P. Shiang, W. Tu, and M. van der Schaar, "Predictive Spectrum Access for Multimedia Users over Multi-Channel Wireless Networks," Journal of Communications, Special Issue on Multimedia Communications, Networking and Applications, vol. 4, no. 9, pp. 640-653, Oct. 2009. [Link]
  107. Y. Su and M. van der Schaar, "Conjectural Equilibrium in Multi-user Power Control Games", IEEE Trans. Signal Process., vol. 57, no. 9, pp. 3638-3650, Sep. 2009. [Link]
  108. H. Park and M. van der Schaar, "On the Impact of Bounded Rationality in Peer-to-Peer Networks," IEEE Signal Process. Lett., vol. 16, no. 8, pp. 675-678, Aug. 2009. [Link]
  109. Y. Su and M. van der Schaar, "Minimum Required Learning and Impact of Information Feedback Delay for Cognitive Users," IEEE Trans. Veh. Tech., vol. 58, no. 6, pp. 2825-2834, July 2009. [Link]
  110. Y. Su and M. van der Schaar, "A New Perspective on Multi-user Power Control Games in Interference Channels", IEEE Trans. Wireless Commun., vol. 8, no. 6, pp. 2910-2919, June 2009. [Link]
  111. H. Park and M. van der Schaar, "Coalition based Resource Negotiation for Multimedia Applications in Informationally Decentralized Networks," IEEE Trans. Multimedia, vol. 11, no. 4, pp. 765-779, Jun. 2009. [Link]
  112. H. P. Shiang and M. van der Schaar, "Feedback-Driven Interactive Learning in Dynamic Wireless Resource Management for Delay Sensitive Users," IEEE Trans. Veh. Tech., vol. 58, no. 4, pp. 2030-2043, May 2009. [Link]
  113. N. Mastronarde and M. van der Schaar, "Towards a general framework for cross-layer decision making in multimedia systems," IEEE Trans. on Circuits and Systems for Video Technology, vol. 19, no. 5, pp. 719-732, May 2009. [Link]
  114. F. Fu and M. van der Schaar, "Learning to Compete for Resources in Wireless Stochastic Games," IEEE Trans. Veh. Tech., vol. 58, no. 4, pp. 1904-1919, May 2009. [Link]
  115. F. Fu and M. van der Schaar, "A New Systematic Framework for Autonomous Cross-Layer Optimization," IEEE Trans. Veh. Tech., vol. 58, no. 4, pp. 1887-1903, May, 2009. [Link]
  116. N. Mastronarde and M. van der Schaar, "Automated bidding for media services at the edge of a content delivery network," IEEE Trans. on Multimedia, vol. 11, no. 3, pp. 543-555, Apr. 2009. [Link]
  117. M. van der Schaar and F. Fu, "Spectrum Access Games and Strategic Learning in Cognitive Radio Networks for Delay-Critical Applications," Proc. of IEEE, Special issue on Cognitive Radio, vol. 97, no. 4, pp. 720-740, Apr. 2009. [Link]
  118. J. Hsu and M. van der Schaar, "Cross layer design and analysis of multi-user wireless video streaming over 802.11e EDCA MAC," IEEE Signal Process. Lett., vol. 16, no.4, pp. 268-271, Apr. 2009. [Link]
  119. Z. Lin and M. van der Schaar, "On the correlated equilibrium selection for two-user channel access games," IEEE Signal Process. Lett., vol. 16, no. 3, pp. 156-159. Mar. 2009. [Link]
  120. H. P. Shiang and M. van der Schaar, "Distributed Resource Management in Multihop Cognitive Radio Networks for Delay Sensitive Transmission," IEEE Trans. Veh. Tech., vol. 58, no. 2, pp. 941-953, Feb. 2009. [Link]
  121. H. Park and M. van der Schaar, "A Framework for Foresighted Resource Reciprocation in P2P Networks," IEEE Trans. Multimedia, vol. 11, no. 1, pp. 101-116, Jan. 2009. [Link]
  122. J. Park and M. van der Schaar, "Stackelberg Contention Games in Multi-User Networks," EURASIP Journal on Advances in Signal Process., Special issue on Game Theory in Signal Processing and Communications, vol. 2009, Article ID 305978, 15 pages, Jan. 2009. [Link]
  123. H. Park and M. van der Schaar, "Coalition-based Resource Reciprocation Strategies for P2P Multimedia Broadcasting," IEEE Trans. Broadcast. (Special Issue: Quality Issues in Multimedia Broadcasting), vol. 54, no. 3, pp. 557-567, Sep. 2008. [Link]
  124. E. Akyol and M. van der Schaar, "Compression-Aware Energy Optimization for Video Decoding Systems with Passive Power" IEEE Trans. Circuits Syst. Video Technol. , vol. 18, no. 9, pp. 1300-1306, Sep. 2008. [Link]
  125. C. Shen and M. van der Schaar, "Optimal Resource Allocation for Multimedia Applications over Multiaccess Fading Channels," IEEE Trans. Wireless Commun., vol. 7, no. 9, pp. 3546-3557, Sep. 2008. [Link]
  126. H. P. Shiang and M. van der Schaar, "Queuing-Based Dynamic Channel Selection for Heterogeneous Multimedia Applications over Cognitive Radio Networks," IEEE Trans. Multimedia, Vol. 10, no.5, pp. 896?09, Aug. 2008. [Link]
  127. Y. Su and M. van der Schaar, "Multiuser Multimedia Resource Allocation over Multicarrier Wireless Networks," IEEE Trans. Signal Process., vol. 56, pp. 2102-2116, May 2008 [Link]
  128. N. Mastronarde and M. van der Schaar, "A Bargaining Theoretic Approach to Quality-Fair System Resource Allocation for Multiple Decoding Tasks," IEEE Trans. Circuits Syst. Video Technol., vol. 18, no. 4, pp. 453-466, Apr. 2008. [Link]
  129. M. van der Schaar, D. S. Turaga, and R. Sood, "Stochastic Optimization for Content Sharing in P2P Systems," IEEE Trans. Multimedia, vol. 10, no. 1, pp. 132-144, Jan. 2008. [Link]
  130. Y. Su and M. van der Schaar, "A Simple Characterization of Strategic Behaviors in Broadcast Channels," IEEE Signal Process. Lett., vol. 15, pp. 37-40, Jan. 2008. [Link]
  131. F. Fu, D. Turaga, O. Verscheure, M. van der Schaar, and L. Amini, "Configuring Competing Classifier Chains in Distributed Stream Mining Systems" IEEE Journal of Selected Topics in Signal Process. (JSTSP) , vol. 1, no. 4, pp. 548-563, Dec. 2007. [Link]
  132. X. Tong, Y. Andreopoulos, and M. van der Schaar, "Distortion-driven Video Streaming over Multi-hop Wireless Networks with Path Diversity," IEEE Trans. Mobile Comput., vol. 6, no. 12, Dec. 2007. [Link]
  133. N. Mastronarde and M. van der Schaar, "A Queuing-Theoretic Approach to Task Scheduling and Processor Selection for Video Decoding Applications," IEEE Trans. Multimedia, vol. 9, no. 7, pp. 1493-1507, Nov. 2007. [Link]
  134. E. Akyol and and M. van der Schaar, "Complexity Model Based Proactive Dynamic Voltage Scaling for Video Decoding Systems," IEEE Trans. Multimedia, vol. 9, no. 7, pp. 1475-1492, Nov. 2007. [Link]
  135. Q. Li, Y. Andreopoulos, and M. van der Schaar, "Streaming-Viability Analysis and Packet Scheduling for Video over QoS-enabled Networks," IEEE Trans. Veh. Technol., vol. 56, no. 6, pp. 3533-3549, Nov. 2007. [Link]
  136. H. P. Shiang and M. van der Schaar, "Informationally Decentralized Video Streaming over Multi-hop Wireless Networks," IEEE Trans. Multimedia, vol. 9, no. 6, pp. 1299-1313, Oct. 2007. [Link]
  137. F. Fu, T. M. Stoenescu, and M. van der Schaar, "A Pricing Mechanism for Resource Allocation in Wireless Multimedia Applications," IEEE Journal of Selected Topics in Signal Process., Special Issue on Network-Aware Multimedia Process. and Communications, vol. 1, no. 2, pp. 264-279, Aug. 2007. [Link]
  138. H. Park and M. van der Schaar, "Bargaining Strategies for Networked Multimedia Resource Management," IEEE Trans. Signal Process., vol. 55, no. 7, pp. 3496-3511, Jul. 2007. [Link]
  139. S. Shankar and M. van der Schaar, "Performance Analysis of Video Transmission Over IEEE 802.11a/e WLANs," IEEE Trans. Veh. Technol., vol. 56, no. 4, pp. 2346-2362, July 2007. [Link]
  140. F. Fu and M. van der Schaar, "Noncollaborative Resource Management for Wireless Multimedia Applications Using Mechanism Design," IEEE Trans. Multimedia, vol. 9, no. 4, pp. 851-868, Jun. 2007. [Link]
  141. H. P. Shiang and M. van der Schaar, "Multi-user video streaming over multi-hop wireless networks: A distributed, cross-layer approach based on priority queuing," IEEE J. Sel. Areas Commun.,vol. 25, no. 4, pp. 770-785, May 2007. [Link]
  142. Bengt J. Borgstrom, M. van der Schaar, and A. Alwan, "Rate Allocation for Noncollaborative Multiuser Speech Communication Systems Based on Bargaining Theory," IEEE Trans. Audio, Speech, and Language Process., vol. 15, no. 4, pp. 1156-1166, May 2007. [Link]
  143. A. Fattahi, F. Fu, M. van der Schaar, and F. Paganini, "Mechanism-Based resource allocation for multimedia transmission over spectrum agile wireless networks," IEEE J. Sel. Areas Commun., vol. 25, no. 3, pp. 601-612, Apr. 2007. [Link]
  144. N. Mastronarde, D. Turaga, and M. van der Schaar, "Collaborative resource exchanges for peer-to-peer video streaming over wireless mesh networks," IEEE J. Sel. Areas Commun., vol. 25, no. 1, pp. 108-118, Jan. 2007. [Link]
  145. M. van der Schaar and D. Turaga, "Cross-layer Packetization and Retransmission Strategies for Delay-Sensitive Wireless Multimedia Transmission," IEEE Trans. Multimedia, vol. 9, no. 1, pp. 185-197, Jan. 2007. [Link]
  146. Y. Andreopoulos, R. Keralapura, M. van der Schaar, and C. Chuah, "Failure-aware, Open-Loop, Adaptive Video Streaming With Packet-Level Optimized Redundancy," IEEE Trans. Multimedia, vol. 8, no. 6, pp. 1274-1290, Dec. 2006. [Link]
  147. Y. Andreopoulos, N. Mastronarde, and M. van der Schaar, "Cross-layer Optimized Video Streaming Over Wireless Multihop Mesh Networks," IEEE J. Sel. Areas Commun., vol. 24, no. 11, pp. 2104-2115, Nov. 2006. [Link]
  148. M. van der Schaar, D. Turaga, and R. Wong, "Classification-Based System For Cross-Layer Optimized Wireless Video Transmission," IEEE Trans. Multimedia, vol. 8, no. 5, pp. 1082-1095, Oct. 2006. [Link]
  149. M. van der Schaar, Y. Andreopoulos, and Z. Hu, "Optimized scalable video streaming over IEEE 802.11 a/e HCCA wireless networks under delay constraints," IEEE Trans. Mobile Comput., vol. 5, no. 6, pp. 755-768, June 2006 [Link]
  150. M. van der Schaar and S. Shankar, "Cross-layer wireless multimedia transmission: challenges, principles, and new paradigms," IEEE Wireless Commun. Mag., vol. 12, no. 4, pp. 50-58, Aug. 2005. [Link]
  151. M. van der Schaar and Y. Andreopoulos, "Rate-distortion-complexity modeling for network and receiver aware adaptation," IEEE Trans. Multimedia, vol. 7, no. 3, pp. 471-479, June 2005. [Link]
  152. Q. Li and M. van der Schaar, "Providing adaptive QoS to layered video over wireless local area networks through real-time retry limit adaptation," IEEE Trans. Multimedia, vol. 6, no. 2, pp. 278-290, Apr. 2004. [Link]
  153. M. van der Schaar, S. Krishnamachari, S. Choi, and X. Xu, "Adaptive cross-layer protection strategies for robust scalable video transmission over 802.11 WLANs," IEEE J. Sel. Areas Commun., vol. 21, no. 10, pp. 1752-1763, Dec. 2003. [Link]

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