Viktoriia Shubina

viktoriia.shubina@utu.fi

Engineering Data Architectures for AI/ML Integration in Regulated Manufacturing (2026)
- Lecture Notes in Business Information Processing
Software Business : 16th International Conference, ICSOB 2025, Stuttgart, Germany, November 24–26, 2025, Proceedings Shubina, Viktoriia; Ranti, Tuomas; Juppo, Anne; Mäkilä, Tuomas
Temporal Sequence Modeling for Rare Failure Prediction in Industrial Machinery Using a Hybrid CNN-LSTM Model (2025) 2025 9th International Conference on System Reliability and Safety (ICSRS) Faraz, Mehdi; Shubina, Viktoriia; Mäkilä, Tuomas; Heikkonen, Jukka