Satu Tamminen

Oulu University of Applied Sciences — Finland

Decision Sciences · Social Sciences

9h-index355citations54works1.02yr avg
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Research Topics

Advanced Statistical Process Monitoring(8), Industrial Vision Systems and Defect Detection(8), Context-Aware Activity Recognition Systems(7), Diabetes Management and Research(5), IoT and Edge/Fog Computing(4)

Publications54 total

Machine Learning–Driven Forecasting of Glucose Drops in Exercise
2025Open Access
MERIT: A Clinical Decision Support System Framework for Merging Multi-Perspective Machine Learning Model Insights
2025
A Comparative Analysis of Task Allocation Strategies for Resource-Constrained Multi-Agent Drone Swarms in Wildfire Response
2025
Extracting Information from Unstructured Medical Reports Written in Minority Languages: A Case Study of Finnish
Data·2025Open Access
Explainable Prediction of Long-Term Glycated Hemoglobin Response Change in Finnish Patients with Type 2 Diabetes Following Drug Initiation Using Evidence-Based Machine Learning Approaches
Clinical Epidemiology·2025· 5 citedOpen Access
Towards Explainable AI–Driven Individualized Treatment Optimization for Breast Cancer Time-to-Event Outcomes
SSRN Electronic Journal·2025Open Access
AI-Assisted Decision Support for District Heating Demand Response
2024· 2 cited
Influence of Data Characteristics on Machine Learning Classification Performance and Stability of SHapley Additive exPlanations
2024· 1 citedOpen Access
Predicting Emotion with Biosignals: A Comparison of Classification and Regression Models for Estimating Valence and Arousal Level Using Wearable Sensors
Sensors·2023· 25 citedOpen Access
ABIDI: A Reference Architecture for Reliable Industrial Internet of Things
Lecture notes in networks and systems·2023
Data-Driven Identification of Long-Term Glycemia Clusters and Their Individualized Predictors in Finnish Patients with Type 2 Diabetes
Clinical Epidemiology·2023· 6 citedOpen Access
Explainable Artificial Intelligence to predict clinical outcomes in type 1 diabetes and relapsing-remitting multiple sclerosis adult patients
Informatics in Medicine Unlocked·2023· 9 citedOpen Access
Impacts of Data Synthesis: A Metric for Quantifiable Data Standards and Performances
Data·2022· 4 citedOpen Access
Revealing reliable information from taxi traces: from raw data to information discovery
2022
Trustworthy Distributed Intelligence for Smart Cities
2022· 4 cited
Evidence-Based and Explainable Smart Decision Support for Quality Improvement in Stainless Steel Manufacturing
Applied Sciences·2021· 12 citedOpen Access
Implications of properties and quality of indoor sensor data for building machine learning applications: Two case studies in smart campuses
Building and Environment·2021· 31 citedOpen Access
ClinFlow – An Interactive Application for Clinical Data Mining
Studies in health technology and informatics·2021Open Access
Deep Learning–Based Multimodal Data Fusion: Case Study in Food Intake Episodes Detection Using Wearable Sensors
JMIR mhealth and uhealth·2020· 22 citedOpen Access
Internet of Things for Smart Spaces: A University Campus Case Study
Sensors·2020· 40 citedOpen Access
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Frequent Co-authors

Juha Röning(34), Pekka Siirtola(12), Henna Tiensuu(11), Ilmari Juutilainen(10), Gunjan Chandra(8), Jukka Riekki(7), Anusha Ihalapathirana(7), Xiaoli Liu(7), Esa Puukko(7), Eija Ferreira(7), Susanna Pirttikangas(6), Ekaterina Gilman(5), Xiang Su(5), Heli Helaakoski(5), Vesa Kyllönen(5), Juha Jokisaari(5), Markus Harju(4), Anja Keskinarkaus(3), Lauri Lovén(3), Topi Korhonen(3)