Elena Mocanu

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20142024

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  • 2023

    Enhancing Learning in Sparse Neural Networks: A Hebbian Learning Approach

    de Ranitz, A., Beldad, A. D. & Mocanu, E., 2023, BNAIC/BENELEARN 2023. 2 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    Open Access
    File
    105 Downloads (Pure)
  • 2022

    Deep Ensembling with No Overhead for either Training or Testing: The All-Round Blessings of Dynamic Sparsity

    Liu, S., Chen, T., Atashgahi, Z., Chen, X., Sokar, G., Mocanu, E., Pechenizkiy, M., Wang, Z. & Mocanu, D. C., 7 Feb 2022, The Tenth International Conference on Learning Representations, ICLR 2022. OpenReview, 24 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    Open Access
    File
    624 Downloads (Pure)
  • Dynamic Sparse Training for Deep Reinforcement Learning

    Sokar, G. A. Z. N., Mocanu, E., Mocanu, D. C., Pechenizkiy, M. & Stone, P., Jul 2022, Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, IJCAI 2022. De Raedt, L. (ed.). p. 3437-3443 7 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    Open Access
    File
    9 Citations (Scopus)
    76 Downloads (Pure)
  • 2021

    Quick and robust feature selection: the strength of energy-efficient sparse training for autoencoders (Extended Abstract)

    Atashgahi, Z., Sokar, G. A. Z. N., van der Lee, T., Mocanu, E., Mocanu, D. C., Veldhuis, R. N. J. & Pechenizkiy, M., 2021, BNAIC/BENELEARN 2021: The 33rd Benelux Conference on Artificial Intelligence and the 30th Belgian Dutch Conference on Machine Learning. 3 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    Open Access
    File
    54 Downloads (Pure)
  • 2020

    Effectiveness of neural language models for word prediction of textual mammography reports

    Marin, M. D., Mocanu, E. & Seifert, C., 14 Dec 2020, 2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC). Piscataway, NJ: IEEE, 8 p. (IEEE International Conference on Systems, Man, and Cybernetics (SMC); vol. 2020).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    Open Access
    File
    1 Citation (Scopus)
    363 Downloads (Pure)
  • 2019

    Airport restroom cleanliness prediction using real time user feedback data

    Ros, K., Mocanu, E. & Seifert, C., Dec 2019, Proceedings - 2019 IEEE 5th International Conference on Collaboration and Internet Computing, CIC 2019. Piscataway, NJ: IEEE, p. 1-10 10 p. 8998481

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    Open Access
    File
    517 Downloads (Pure)
  • Collaborative learning for classification and prediction of building energy flexibility

    Kumar, A., Mocanu, E., Babar, M. & Nguyen, P. H., 21 Nov 2019, 9th IEEE PES Innovative Smart Grid Technology Conference Europe. Piscataway, NJ: IEEE, 5 p. 8905597

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    Open Access
    File
    4 Citations (Scopus)
    221 Downloads (Pure)
  • 2018

    Deep learning versus traditional machine learning methods for aggregated energy demand prediction

    Paterakis, N. G., Mocanu, E., Gibescu, M., Stappers, B. & Alst, W. V., 18 Jan 2018, 2017 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe). IEEE, 17507113

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    74 Citations (Scopus)
  • One-shot learning using Mixture of Variational Autoencoders: A generalization learning approach

    Mocanu, D. C. & Mocanu, E., 11 Jul 2018, 17th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2018. Dastani, M., Sukthankar, G., André, E. & Koenig, S. (eds.). The International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), Vol. 3. p. 2016-2018 3 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    Open Access
    File
    9 Citations (Scopus)
    54 Downloads (Pure)
  • 2017

    Big IoT data mining for real-time energy disaggregation in buildings

    Mocanu, D. C., Mocanu, E., Nguyen, P. H., Gibescu, M. & Liotta, A., 9 Feb 2017, Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC 2016), 9-12 October 2016, Budapest, Hungary. Piscataway: IEEE, p. 003765-003769

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    29 Citations (Scopus)
  • Big IoT data mining for real-time energy disaggregation in buildings (extended abstract)

    Mocanu, D. C., Mocanu, E., Nguyen, P. H., Gibescu, M. & Liotta, A., 10 Jun 2017, Benelearn 2017: Proceedings of the Twenty-Sixth Benelux Conference on Machine Learning. Duivesteijn, W., Pechenizkiy, M., Fletcher, G., Menkovski, V., Postma, E., Vanschoren, J. & van der Putten, P. (eds.). Eindhoven: TU/e

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    Open Access
    File
    34 Downloads (Pure)
  • 2016

    Demand forecasting at low aggregation levels using Factored Conditional Restricted Boltzmann Machine

    Mocanu, E., Nguyen, P. H., Gibescu, M., Larsen, E. M. & Pinson, P., 10 Aug 2016, 19th Power Systems Computation Conference, PSCC 2016: 20-24 June 2016, Genoa, Italy. Piscataway, NJ: IEEE, 7 p. 7540994

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    22 Citations (Scopus)
    1 Downloads (Pure)
  • Energy disaggregation for real-time building flexibility detection

    Mocanu, E., Nguyen, P. H. & Gibescu, M., 10 Nov 2016, 2016 IEEE Power and Energy Society General Meeting, PESGM 2016: 17-21 July 2016, Boston, Massachusetts. Piscataway, NJ: IEEE, 7741966. (IEEE Power and Energy Society General Meeting; vol. 2016).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    Open Access
    File
    21 Citations (Scopus)
    88 Downloads (Pure)
  • 2015

    Benchmarking algorithms for resource allocation in smart buildings

    Markidis, S., Mocanu, E., Gibescu, M., Nguyen, P. H. & Kling, W., 31 Aug 2015, 2015 IEEE Eindhoven PowerTech, PowerTech. IEEE, 7232812

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    1 Citation (Scopus)
    1 Downloads (Pure)
  • Comfort-constrained demand flexibility management for building aggregations using a decentralized approach

    Hurtado, L. A., Mocanu, E., Nguyen, P. H., Gibescu, M. & Kling, W. L., 2015, SmartGreens 2015: 4th International Conference on Smart Cities and Green ICT Systems, 20-22 May 2015, Lisbon, Portugal : proceedings. Helfert, M., Krempels, K.-H., Donnellan, B. & Klein, C. (eds.). SCITEPRESS, p. 157-166

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    14 Citations (Scopus)
  • 2014

    Comparison of machine learning methods for estimating energy consumption in buildings

    Mocanu, E., Nguyen, P. H., Gibescu, M. & Kling, W. L., 2014, Proceedings of the 13th International Conference on Probabilistic Methods Applied to Power Systems (PMAPS), 7-10 July 2014, Durham, United Kingdom. IEEE, p. 1-5

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    41 Citations (Scopus)
  • Inexpensive user tracking using Boltzmann machines

    Mocanu, E., Mocanu, D. C., Ammar, H. B., Zivkovic, Z., Liotta, A. & Smirnov, E., 2014, Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC2014): 5-8 October, San Diego, California. Piscataway, NJ: IEEE, p. 1-6 14790385

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    10 Citations (Scopus)
  • Optimizing the energy exchange between the Smart Grid and Building Systems

    Mocanu, E., Aduda, K. O., Nguyen, P. H., Boxem, G., Zeiler, W., Gibescu, M. & Kling, W. L., 22 Oct 2014, 2014 49th International Universities Power Engineering Conference (UPEC). IEEE, 6934772

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    10 Citations (Scopus)
    1 Downloads (Pure)
  • The potential and possible effects of power grid support activities on buildings: An analysis of experimental results for ventilation system

    Aduda, K. O., Mocanu, E., Boxem, G., Nguyen, P. H., Kling, W. L. & Zeiler, W., 22 Oct 2014, 49th International Universities Power Engineering Conference (UPEC 2014). Piscataway, NJ: IEEE, 6934623

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    3 Citations (Scopus)