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Ella Peltonen
Ella Peltonen
Assistant Professor, University of Oulu, Finland
Verified email at oulu.fi - Homepage
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6G white paper on edge intelligence
E Peltonen, M Bennis, M Capobianco, M Debbah, A Ding, F Gil-Castiñeira, ...
arXiv preprint arXiv:2004.14850, 2020
1732020
EdgeAI: A Vision for Distributed, Edge-native Artificial Intelligence in Future 6G Networks
L Lauri LovéLovén, E Peltonen, T Leppänen, J Partala, E Harjula, ...
6G Wireless Summit, 2019
125*2019
The hidden image of mobile apps: geographic, demographic, and cultural factors in mobile usage
E Peltonen, E Lagerspetz, J Hamberg, A Mehrotra, M Musolesi, P Nurmi, ...
Proceedings of the 20th International Conference on Human-Computer …, 2018
612018
Predicting depression from smartphone behavioral markers using machine learning methods, hyperparameter optimization, and feature importance analysis: exploratory study
K Opoku Asare, Y Terhorst, J Vega, E Peltonen, E Lagerspetz, D Ferreira
JMIR mHealth and uHealth 9 (7), e26540, 2021
592021
Energy Modeling of System Settings: A Crowdsourced Approach
E Peltonen, E Lagerspetz, P Nurmi, S Tarkoma
Pervasive Computing and Communications (PerCom), 2015 IEEE International …, 2015
512015
Roadmap for edge ai: A dagstuhl perspective
AY Ding, E Peltonen, T Meuser, A Aral, C Becker, S Dustdar, T Hiessl, ...
ACM SIGCOMM Computer Communication Review 52 (1), 28-33, 2022
492022
White paper on 6G drivers and the UN SDGs
M Matinmikko-Blue, S Aalto, MI Asghar, H Berndt, Y Chen, S Dixit, R Jurva, ...
arXiv preprint arXiv:2004.14695, 2020
412020
Internet of things for smart spaces: A university campus case study
E Gilman, S Tamminen, R Yasmin, E Ristimella, E Peltonen, M Harju, ...
Sensors 20 (13), 3716, 2020
392020
Exploiting usage to predict instantaneous app popularity: Trend filters and retention rates
S Sigg, E Lagerspetz, E Peltonen, P Nurmi, S Tarkoma
ACM Transactions on the Web (TWEB) 13 (2), 1-25, 2019
342019
Hot or not? robust and accurate continuous thermal imaging on flir cameras
T Malmivirta, J Hamberg, E Lagerspetz, X Li, E Peltonen, H Flores, ...
2019 IEEE International Conference on Pervasive Computing and Communications …, 2019
342019
When phones get personal: Predicting Big Five personality traits from application usage
E Peltonen, P Sharmila, KO Asare, A Visuri, E Lagerspetz, D Ferreira
Pervasive and Mobile Computing 69, 101269, 2020
322020
Scaling up an edge server deployment
L Lovén, T Lähderanta, L Ruha, T Leppänen, E Peltonen, J Riekki, ...
2020 IEEE International Conference on Pervasive Computing and Communications …, 2020
252020
Constella: Crowdsourced system setting recommendations for mobile devices
E Peltonen, E Lagerspetz, P Nurmi, S Tarkoma
Pervasive and Mobile Computing 26, 71-90, 2016
202016
Edge-based microservices architecture for Internet of Things: Mobility analysis case study
T Leppanen, C Savaglio, L Lovén, T Jarvenpaa, R Ehsani, E Peltonen, ...
2019 IEEE Global Communications Conference (GLOBECOM), 1-7, 2019
192019
Where has my battery gone?: A novel crowdsourced solution for characterizing energy consumption
E Peltonen, E Lagerspetz, P Nurmi, S Tarkoma
IEEE Pervasive Computing 15 (1), 6-9, 2016
182016
The many faces of edge intelligence
E Peltonen, I Ahmad, A Aral, M Capobianco, AY Ding, F Gil-Castineira, ...
IEEE Access 10, 104769-104782, 2022
172022
Mobile road weather sensor calibration by sensor fusion and linear mixed models
L Lovén, V Karsisto, H Järvinen, MJ Sillanpää, T Leppänen, E Peltonen, ...
PloS one 14 (2), e0211702, 2019
172019
Monitoring social distancing in smart spaces using infrastructure-based sensors
NH Motlagh, P Toivonen, MA Zaidan, E Lagerspetz, E Peltonen, E Gilman, ...
2021 IEEE 7th World Forum on Internet of Things (WF-IoT), 124-129, 2021
132021
Sovereignty of the apps: there's more to relevance than downloads
S Sigg, E Lagerspetz, E Peltonen, P Nurmi, S Tarkoma
arXiv preprint arXiv:1611.10161, 2016
132016
EDISON: An edge-native method and architecture for distributed interpolation
L Lovén, T Lähderanta, L Ruha, E Peltonen, I Launonen, MJ Sillanpää, ...
Sensors 21 (7), 2279, 2021
102021
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