Smart electricity meter data intelligence for future energy systems: A survey, IEEE Transactions on Industrial Informatics, vol.12, pp.425-436, 2016. ,
Review of smart meter data analytics: Applications, methodologies, and challenges, IEEE Transactions on Smart Grid, vol.10, pp.3125-3148, 2019. ,
Private memoirs of a smart meter, Proceedings of the 2Nd ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Building, BuildSys '10, pp.61-66, 2010. ,
Smart meter data: Balancing consumer privacy concerns with legitimate applications, Modeling Transport (Energy) Demand and Policies, vol.41, pp.807-814, 2012. ,
Big data privacy: a technological perspective and review, Journal of Big Data, vol.3, p.25, 2016. ,
Smart meter data privacy: A survey, IEEE Communications Surveys Tutorials, vol.19, pp.2820-2835, 2017. ,
Privacy-aware smart metering: Progress and challenges, IEEE Signal Processing Magazine, vol.35, issue.6, pp.59-78, 2018. ,
Secure information aggregation for smart grids using homomorphic encryption, 2010 First IEEE International Conference on Smart Grid Communications, pp.327-332, 2010. ,
Distributed privacy-preserving aggregation of metering data in smart grids, IEEE Journal on Selected Areas in Communications, vol.31, pp.1342-1354, 2013. ,
Smart grid privacy via anonymization of smart metering data, 2010 First IEEE International Conference on Smart Grid Communications, pp.238-243, 2010. ,
Authenticated down-sampling for privacy-preserving energy usage data sharing, 2015 IEEE International Conference on Smart Grid Communications (SmartGridComm), pp.605-610, 2015. ,
Influence of data granularity on smart meter privacy, IEEE Transactions on Smart Grid, vol.6, pp.930-939, 2015. ,
A technique to provide differential privacy for appliance usage in smart metering, Information Sciences, pp.355-367, 2016. ,
Smart meter privacy: A theoretical framework, IEEE Transactions on Smart Grid, vol.4, pp.837-846, 2013. ,
Elements of information theory, 2006. ,
Privacy for smart meters: Towards undetectable appliance load signatures, 2010 First IEEE International Conference on Smart Grid Communications, pp.232-237, 2010. ,
Increasing smart meter privacy through energy harvesting and storage devices, IEEE Journal on Selected Areas in Communications, vol.31, pp.1331-1341, 2013. ,
Information-theoretic privacy for smart metering systems with a rechargeable battery, IEEE Transactions on Information Theory, vol.64, issue.5, pp.3679-3695, 2018. ,
Smart meter privacy with renewable energy and an energy storage device, IEEE Transactions on Information Forensics and Security, vol.13, pp.129-142, 2018. ,
On methods for privacy-preserving energy disaggregation, 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp.6404-6408, 2017. ,
Generative adversarial nets, Advances in Neural Information Processing Systems, vol.27, pp.2672-2680, 2014. ,
Generative adversarial privacy, CoRR, 2018. ,
Privacy-preserving adversarial networks, CoRR, 2019. ,
Learning Anonymized Representations with Adversarial Neural Networks, 2018. ,
URL : https://hal.archives-ouvertes.fr/hal-01742447
Real-valued (medical) time series generation with recurrent conditional gans, CoRR, 2018. ,
Deep directed information-based learning for privacy-preserving smart meter data release, 2019 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGrid-Comm), pp.1-7, 2019. ,
Privacy-utility trade-off under continual observation, 2015 IEEE International Symposium on Information Theory (ISIT), pp.1801-1805, 2015. ,
Causality, feedback and directed information, Proc. Int. Symp. Inf. Theory Applic.(ISITA-90), pp.303-305, 1990. ,
Privacy against a hypothesis testing adversary, IEEE Transactions on Information Forensics and Security, vol.14, pp.1567-1581, 2019. ,
On the interplay between conditional entropy and error probability, IEEE Transactions on Information Theory, vol.56, pp.5930-5942, 2010. ,
Backpropagation through time: what it does and how to do it, Proceedings of the IEEE, vol.78, issue.10, pp.1550-1560, 1990. ,
Learning long-term dependencies with gradient descent is difficult, IEEE transactions on neural networks, vol.5, issue.2, pp.157-166, 1994. ,
Long short-term memory, Neural computation, vol.9, issue.8, pp.1735-1780, 1997. ,
Learning to forget: continual prediction with lstm, 1999 Ninth International Conference on Artificial Neural Networks ICANN 99. (Conf. Publ. No. 470), vol.2, pp.850-855, 1999. ,
Deep Learning, 2016. ,
Neural networks for machine learning lecture 6a overview of mini-batch gradient descent, Cited on, vol.14, issue.8, 2012. ,
The elements of statistical learning: data mining, inference and prediction, The Mathematical Intelligencer, vol.27, issue.2, pp.83-85, 2005. ,
The eco data set and the performance of non-intrusive load monitoring algorithms, Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings, pp.80-89, 2014. ,
A balanced approach to the multi-class imbalance problem, 2013. ,
Power quality disturbance monitoring and classification based on improved pca and convolution neural network for wind-grid distribution systems, Energies, vol.12, issue.7, 2019. ,