Machine Learning for a Better Planet


Advancing Data Science, Machine Learning and Artificial Intelligence for a Better Planet
Principal investigator
  • Prof. Mihaela van der Schaar (Email)

Books Chapters
  • D. S. Turaga and M. van der Schaar, "Distributed Online Learning and Stream Processing for a Smarter Planet," Fog Networking, Ed. M. Chiang, F. Bonomi and B. Balasubramanian, Wiley, 2016. [Link]


    • Journal and Conference Papers

  • Y. Xiao and M. van der Schaar, "Foresighted Demand Side Management, " accepted and to appear in IEEE Transactions on Smart Grids, 2016. [Link]

  • 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]

  • L. Canzian, Y. Zhang, M. van der Schaar, "Ensemble of Distributed Learners for Online Classification of Dynamic Data Streams," IEEE Trans. on Signal and Information Processing over Networks, vol. 1, no. 3, 2015. [Link]

  • J. Xu and M. van der Schaar, "Incentive-Compatible Demand-Side Management for Smart Grids based on Review Strategies," EURASIP Journal on Advances in Signal Processing - Topical collection: Advanced signal processing techniques and telecommunications network infrastructures for Smart Grid analysis, monitoring and management, 2015. [Link]

  • 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]

  • 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]

  • J. Xu, D. Deng, U. Demiryurek, C. Shahabi and M. van der Schaar, "Mining the Situation: Spatiotemporal Traffic Prediction with Big Data," IEEE Journal of Selected Topics in Signal Processing, Special Issue on Signal Processing for Big Data, vol. 9, no.4, pp. 702-715, June 2015. [Link]

  • 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]

  • Y. Zhang and M. van der Schaar, "Structure-Aware Stochastic Storage Management In Smart Grids," IEEE Journal of Selected Topics in Signal Processing, Special Issue on Signal Processing in Smart Electric Power Grid, vol. 8, no. 6, pp. 1098-1110, 2014. [Link]

  • L. Canzian and M. van der Schaar, "Real-time stream mining: online knowledge extraction using classifier networks," IEEE Network Magazine, Special Issue on Networking for Big Data, vol. 29, no. 5, pp. 10-16 Oct. 2015. [Link]

  • B.-G. Kim, S. Ren, M. van der Schaar, and J.-W. Lee, "Bidirectional Energy Trading and Residential Load Scheduling with Electric Vehicles in the Smart Grid," in IEEE J. Sel. Areas Commun. - Special issue on Smart Grid Communications Series, vol. 31, no. 7, pp. 1219-1234, July 2013. [Link]
  • B. Foo, D. Turaga, O. Verscheure, L. Amini, and M. van der Schaar, "Configuring Trees of Classifiers in Distributed Multimedia Stream Mining Systems," IEEE Trans. on Circuits and Systems for Video Technology, vol. 21, no. 3, pp. 245-258, Mar. 2011. [Link]
  • B. Foo and M. van der Schaar, "A Distributed Approach for Optimizing Cascaded Classifier Topologies in Real-Time Stream Mining Systems" IEEE Trans. Image Process., vol. 19, no. 11, pp. 3035-3048, Nov. 2010. [Link]
  • R. Ducasse, D. Turaga, and M. van der Schaar, "Adaptive Topologic Optimization for Large-Scale Stream Mining" IEEE Journal of Selected Topics in Signal Process. (JSTSP), vol. 4, no. 3, pp. 620-636, June 2010. [Link]
  • B. Foo and M. van der Schaar, "A Rules-based Approach for Configuring Chains of Classifiers in Real-Time Stream Mining Systems," EURASIP Journal on Advances in Signal Processing, vol. 2009, Article ID 975640, 17 pages, July 2009. [Link]
  • B. Foo, D. Turaga, O. Verscheure, M. van der Schaar, and L. Amini, "Resource Constrained Stream Mining with Classifier Tree Topologies," IEEE Signal Process. Lett., vol. 15, pp. 761-764, Nov. 2008. [Link]
  • 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]