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

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)

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)