Research output per year
Research output per year
Personal profile
Education/Academic qualification
Doctoral degree, Engineering and Technology
Award Date: 25 Nov 2002
Keywords
- Statistical signal processing
- Adaptation and learning
- Distributed processing
- Wireless Communications
- Smart grids
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 7 Affordable and Clean Energy -
SDG 13 Climate Action
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Noise-robust and resource-efficient ADMM-based federated learning for WLS regression
Lari, E., Arablouei, R., Chakravarthi Gogineni, V. & Werner, S., Apr 2026, In: Signal Processing. 241, 14 p., 110387.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access1 Citation (Web of Science) -
SA-PEF: Step-Ahead Partial Error Feedback for Efficient Federated Learning
Redie, D. K., Arablouei, R. & Werner, S., 2026, In: Transactions on Machine Learning Research. 2026-May, 40 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile3 Downloads (Pure) -
Analysis of Exponential Correlation Matrices for Massive MIMO Systems
Dhuli, S., Kouachi, S., Sah, A. K. & Werner, S., 2025, In: IEEE Communications Letters. 29, 6, p. 1345-1349 5 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile49 Downloads (Pure) -
Decentralized Smoothing ADMM for Quantile Regression with Non-Convex Sparse Penalties
Mirzaeifard, R., Ghaderyan, D. & Werner, S., 2025, In: IEEE Signal Processing Letters. 32, p. 1915-1919 5 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access -
Enhancing Efficiency and Privacy in Federated Learning via Partial Model Sharing
Redie, D. K., Arablouei, R., Buvarp, A. & Werner, S., 2025, 59th Asilomar Conference on Signals, Systems and Computers, ACSSC 2025. Matthews, M. B. (ed.). IEEE, p. 1204-1209 6 p. (Conference Record - Asilomar Conference on Signals, Systems and Computers).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
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PLEDGE: Personalized online Learning on the Edge in IoT/CPS
Werner, S. (Principal investigator), Wang, Z. (Project Member), Dong, K. (Project Member) & Ghaderyan, D. (Project Member)
01/09/2023 → 31/08/2027
Project: RCF Academy Project
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Robust Demand-End Optimization with Event-Triggered Situational Awareness
Werner, S. (Principal investigator), Abedi, M. (Project Member), Riihonen, T. (Project Member), Talebi, P. (Project Member) & Leithon , J. (Project Member)
01/09/2016 → 31/12/2020
Project: Academy of Finland: Other research funding
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WiFiUS: WiFiUS: Collaborative Research: Data-Guided Resource Management for Dense Heterogeneous Networks
Wichman, R. (Principal investigator), Jacob Mathecken, P. (Project Member) & Werner, S. (Project Member)
01/01/2015 → 31/12/2016
Project: Academy of Finland: Other research funding
Press/Media
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Data on Signal and Information Processing Discussed by Researchers at Norwegian University of Science and Technology (NTNU) (Communication-efficient and Privacy-aware Distributed Learning)
30/11/2023
1 item of Media coverage
Press/Media: Media appearance
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School of Electrical Engineering celebrated excellence and achievements of 2022
Sihvola, A., Tirkkonen, O., Zenger, K. & Werner, S.
02/03/2023
1 item of Media coverage
Press/Media: Media appearance
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Findings from NTNU - Norwegian University of Science and Technology Reveals New Findings on Technology (Algorithm and Architecture Design of Random Fourier Features-based Kernel Adaptive Filters)
25/01/2023
1 item of Media coverage
Press/Media: Media appearance
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Aalto University: Adjunct Professor Stefan Werner Named IEEE Fellow
23/12/2022
1 item of Media coverage
Press/Media: Media appearance