TELESAFE: Detecting Private/Work Boundary Crossings in Energy Consumption Trails in Telework
Summary: TELESAFE detects private/work boundary crossings from electricity traces without training or home instrumentation, enabling privacy-preserving telework assessment on constrained devices. Real-world results exceed 90% F-score and beat ML/DL baselines for complex, variable-length multi-device activities. (summarized by gpt-5.6-luna on Jul 24 2026)
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Authors
- 1. Haoying Zhang (INRIA; National Institute of Applied Sciences Centre Val de Loire; University of Orléans)
- 2. Mariem Brahem (INRIA; National Institute of Applied Sciences Centre Val de Loire; University of Orléans)
- 3. Nicolas Anciaux (INRIA; National Institute of Applied Sciences Centre Val de Loire; University of Paris)
- 4. Benjamin Nguyen (INRIA; National Institute of Applied Sciences Centre Val de Loire; University of Orléans)
- 5. Jose Maria de Fuentes (Universidad Carlos III de Madrid)
BibTeX Citation
@article{zhang_vldb25,
title = {{TELESAFE: Detecting Private/Work Boundary Crossings in Energy Consumption Trails in Telework}},
author = {Zhang, Haoying and Brahem, Mariem and Anciaux, Nicolas and Nguyen, Benjamin and de Fuentes, Jose Maria},
journal = {PVLDB},
series = {{VLDB} '25},
volume = {18},
number = {6},
pages = {1565--1578},
doi = {10.14778/3725688.3725690},
url = {https://doi.org/10.14778/3725688.3725690},
year = {2025}
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 898 | Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures | 2008 | VLDB | 0.00013339042 |
| 3,182 | VALMOD: A Suite for Easy and Exact Detection of Variable Length Motifs in Data Series | 2018 | SIGMOD | 7.6589981e-05 |
| 4,506 | Matrix Profile X: VALMOD - Scalable Discovery of Variable-Length Motifs in Data Series | 2018 | SIGMOD | 6.6569729e-05 |
| 4,684 | Matrix Profile IV: Using Weakly Labeled Time Series to Predict Outcomes | 2017 | VLDB | 6.5630679e-05 |
| 6,784 | Motiflets - Simple and Accurate Detection of Motifs in Time Series | 2023 | VLDB | 5.7758194e-05 |
| 11,883 | Personal Database Security and Trusted Execution Environments: A Tutorial at the Crossroads | 2019 | VLDB | 5.093636e-05 |
| 12,460 | Secure Personal Data Servers: a Vision Paper | 2010 | VLDB | 5.093636e-05 |
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