Self-Organizing Maps in Adaptive Health Monitoring. - Satu Tamminen; Susanna Pirttikangas; Juha Röning (IJCNN (4), 2000)

Data Mining Methods in Hot Steel Rolling for Scale Defect Prediction. - Jarno Haapamäki; Satu Tamminen; Juha Röning (Artificial Intelligence and Applications, 2005)

Product design model for impact toughness estimation in steel plate manufacturing. - Satu Tamminen; Ilmari Juutilainen; Juha Röning (IJCNN, 2008)

Quantile Regression Model for Impact Toughness Estimation. - Satu Tamminen; Ilmari Juutilainen; Juha Röning (ICDM, 2010)

Exceedance probability estimation for a quality test consisting of multiple measurements. - Satu Tamminen; Ilmari Juutilainen; Juha Röning (Expert Syst. Appl., 2013)

From Measurements to Knowledge - Online Quality Monitoring and Smart Manufacturing. - Satu Tamminen; Henna Tiensuu; Eija Ferreira; Heli Helaakoski; Vesa Kyllönen; Juha Jokisaari; Esa Puukko (ICDM, 2018)

AI Enhanced Alarm Presentation for Quality Monitoring. - Satu Tamminen; Xiaoli Liu 005; Henna Tiensuu; Eija Ferreira; Esa Puukko; Juha Röning (iThings/GreenCom/CPSCom/SmartData, 2018)

Enhancing Veracity of IoT Generated Big Data in Decision Making. - Xiaoli Liu 005; Satu Tamminen; Xiang Su; Pekka Siirtola; Juha Röning; Jukka Riekki; Jussi Kiljander; Juha-Pekka Soininen (PerCom Workshops, 2018)

Predicting the Heart Rate Response to Outdoor Running Exercise. - Xiaoli Liu 005; Xiang Su; Satu Tamminen; Topi Korhonen; Juha Röning (CBMS, 2019)

Prediction of sleep efficiency from big physical exercise data. - Xiaoli Liu 005; Satu Tamminen; Topi Korhonen; Juha Röning; Jukka Riekki (UbiComp/ISWC Adjunct, 2019)

Fuel consumption analysis of driven trips with respect to route choice. - Ekaterina Gilman; Satu Tamminen; Anja Keskinarkaus; Theodoros Anagnostopoulos; Xiang Su; Susanna Pirttikangas; Jukka Riekki (ICDE Workshops, 2020)

Internet of Things for Smart Spaces: A University Campus Case Study. - Ekaterina Gilman; Satu Tamminen; Rumana Yasmin; Eemeli Ristimella; Ella Peltonen; Markus Harju; Lauri Lovén; Jukka Riekki; Susanna Pirttikangas (Sensors, 2020)

ClinFlow - An Interactive Application for Clinical Data Mining. - Oana Stoicescu; Eija Ferreira; Satu Tamminen; Pekka Siirtola; Gunjan Chandra; Riitta Veijola; Juha Röning (MIE, 2021)

Trustworthy Distributed Intelligence for Smart Cities. - Xiaoli Liu 005; Satu Tamminen; Sasu Tarkoma; Xiang Su (ICDE Workshops, 2022)

Revealing reliable information from taxi traces: from raw data to information discovery. - Anja Keskinarkaus; Ekaterina Gilman; Lauri Lovén; Satu Tamminen; Marjo Hippi; Gang Xiong 001; Fenghua Zhu; Tapio Seppänen; Jukka Riekki; Susanna Pirttikangas (ICDE Workshops, 2022)

Impacts of Data Synthesis: A Metric for Quantifiable Data Standards and Performances. - Gunjan Chandra; Pekka Siirtola; Satu Tamminen; Mikael Knip; Riitta Veijola; Juha Röning (Data, 2022)

ABIDI: A Reference Architecture for Reliable Industrial Internet of Things. - Gianluca Rizzo; Alberto Franzin; Miia Lillstrang; Guillermo del Campo; Moisés Silva-Muñoz; Lluc Bono; Mina Aghaei Dinani; Xiaoli Liu 005; Joonas Tuutijärvi; Satu Tamminen; Edgar Saavedra; Asunción Santamaria; et al. (AINA (2), 2023)

Predicting Emotion with Biosignals: A Comparison of Classification and Regression Models for Estimating Valence and Arousal Level Using Wearable Sensors. - Pekka Siirtola; Satu Tamminen; Gunjan Chandra; Anusha Ihalapathirana; Juha Röning (Sensors, 2023)

Influence of Data Characteristics on Machine Learning Classification Performance and Stability of SHapley Additive exPlanations. - Anusha Ihalapathirana; Gunjan Chandra; Piia Lavikainen; Pekka Siirtola; Satu Tamminen; Nirzor Talukder; Janne Martikainen; Juha Röning (ESANN, 2024)

Extracting Information from Unstructured Medical Reports Written in Minority Languages: A Case Study of Finnish. - Elisa Myllylä; Pekka Siirtola; Antti Isosalo; Jarmo Reponen; Satu Tamminen; Outi Laatikainen (Data, 2025)