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Susanna Pirttikangas

University of Oulu

P.O. Box 4600

Oulu FIN-90014, 90570

Finland

  • University of Oulu

SCHOLARLY PAPERS

3

DOWNLOADS

217

TOTAL CITATIONS

0

Scholarly Papers (3)

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1.

A Novel Edge Architecture and Solution for Detecting Concept Drift in Smart Environments

Number of pages: 16 Posted: 17 Jan 2023
Hassan Mehmood, Ahmed Khalid, Panos Kostakos, Ekaterina Gilman and Susanna Pirttikangas
University of Oulu, affiliation not provided to SSRN, University of Oulu, University of Oulu and University of Oulu
Downloads 116 (613,149)

Abstract:

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edge computing, data centers, concept drift, Smart cities, smart buildings, machine learning

2.

From Heterogeneous Data to Convergence: A Data-Centric Review of Federated Learning

Number of pages: 64 Posted: 03 Dec 2025 Last Revised: 09 Jun 2026
Huong Nguyen, Mickaël Bettinelli, Amirhossein Ghaffari, Alexandre Benoit, Tri Hong Nguyen, Susanna Pirttikangas and Lauri Lovén
University of Oulu, affiliation not provided to SSRN, University of Oulu, affiliation not provided to SSRN, Aalto University, University of Oulu and University of Oulu
Downloads 51 (1,086,013)

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Federated Learning, distributed learning, data heterogeneity, data partitioning, data security, model convergence

3.

Trustedmaas: Transforming Trust and Transparency Mobility-as-A-Service with Blockchain

Number of pages: 16 Posted: 22 Mar 2023
Tri Hong Nguyen, Huong Nguyen, Juha Partala and Susanna Pirttikangas
Aalto University, University of Oulu, affiliation not provided to SSRN and University of Oulu
Downloads 50 (1,063,489)

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Mobility-as-a-Service, Blockchain technology, blockchain-based Mobility-as-a-Service, Hyperledger Fabric, Ethereum