• 320 Citations
  • 10 h-Index
20142019
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Personal profile

Keywords

  • QA75 Electronic computers. Computer science
  • Artificial intelligence
  • Machine learning
  • Deep learning
  • Reinforcement Learning
  • QA76 Computer software

Fingerprint Dive into the research topics where Elena Mocanu is active. These topic labels come from the works of this person. Together they form a unique fingerprint.

  • 3 Similar Profiles
Learning systems Engineering & Materials Science
Reinforcement learning Engineering & Materials Science
Support vector machines Engineering & Materials Science
Bayesian networks Engineering & Materials Science
Energy management systems Engineering & Materials Science
Agglomeration Engineering & Materials Science
Intelligent buildings Engineering & Materials Science
Office buildings Engineering & Materials Science

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Research Output 2014 2019

18 Citations (Scopus)
4 Downloads (Pure)

Scalable training of artificial neural networks with adaptive sparse connectivity inspired by network science

Mocanu, D. C., Mocanu, E., Stone, P., Nguyen, P. H., Gibescu, M. & Liotta, A., 19 Jun 2018, In : Nature communications. 9, 1, 12 p., 2383.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
education
Learning
Neural networks
Neural Networks (Computer)
Artificial Intelligence
17 Citations (Scopus)
1 Downloads (Pure)

On-line building energy optimization using deep reinforcement learning

Mocanu, E., Mocanu, D. C., Nguyen, P. H., Liotta, A., Webber, M. E., Gibescu, M. & Slootweg, J. G., 8 May 2018, In : IEEE transactions on smart grid. 10, 4, p. 3698-3708 11 p., 8356086.

Research output: Contribution to journalArticleAcademicpeer-review

Reinforcement learning
Advanced metering infrastructures
Energy management systems
Electric vehicles
Power generation

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
Learning algorithms
Deep learning
8 Citations (Scopus)

Enabling cooperative behavior for building demand response based on extended joint action learning

Hurtado Muñoz, L. A., Mocanu, E., Nguyen, P. H., Gibescu, M. & Kamphuis, R. I. G., 1 Jan 2018, In : IEEE transactions on industrial informatics. 14, 1, p. 127-136 10 p., 8039194.

Research output: Contribution to journalArticleAcademicpeer-review

Reinforcement learning
Decision making
Uncertainty

Airport Restroom Cleanliness Prediction Using Real Time User Feedback Data

Ros, K., Mocanu, E. & Seifert, C., 2019.

Research output: Contribution to conferencePaper

Open Access
File

Activities 2015 2019

  • 3 Organising a conference, workshop, ...
  • 1 Oral presentation

International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2019

Decebal Constantin Mocanu (Organiser), Elena Mocanu (Organiser), Phuong H. Nguyen (Organiser), Madeleine Gibescu (Organiser), Zita Vale (Organiser), Damien Ernst (Organiser)
13 May 2019

Activity: Participating in or organising an eventOrganising a conference, workshop, ...

28th International Joint Conference on Artificial Intelligence, IJCAI 2019

Decebal Constantin Mocanu (Organiser), Elena Mocanu (Organiser), Zita Vale (Organiser), Damien Ernst (Organiser)
12 Aug 2019

Activity: Participating in or organising an eventOrganising a conference, workshop, ...

European Conference on Machine Learning and Knowledge Discovery in Databases, ECML-PKDD 2019

Elena Mocanu (Organiser), Decebal Constantin Mocanu (Organiser)
19 Sep 2019

Activity: Participating in or organising an eventOrganising a conference, workshop, ...