Biomedical Data Acquisition and Processing to Recognize Emotions for Affective Learning. - Armin Grünewald; David Kroenert; Jonas Poehler; Rainer Brück 001; Frédéric Li; Julian Littau; Katrin Schnieber; Artur Piet; Marcin Grzegorzek; Henrik Kampling; Björn Niehaves (BIBE, 2018)

SenseHunger: Machine Learning Approach to Hunger Detection Using Wearable Sensors. - Muhammad Tausif Irshad; Muhammad Adeel Nisar; Xinyu Huang 003; Jana Hartz; Olaf Flak; Frédéric Li; Philip Gouverneur; Artur Piet; Kerstin M. Oltmanns; Marcin Grzegorzek (Sensors, 2022)

Exploring the Benefits of Time Series Data Augmentation for Wearable Human Activity Recognition. - Md. Abid Hasan; Frédéric Li; Artur Piet; Philip Gouverneur; Muhammad Tausif Irshad; Marcin Grzegorzek (iWOAR, 2023)

Sensor-Based Detection of Food Hypersensitivity Using Machine Learning. - Lennart Jablonski; Torge Jensen; Greta M. Ahlemann; Xinyu Huang 003; Vivian V. Tetzlaff-Lelleck; Artur Piet; Franziska Schmelter; Valerie S. Dinkler; Christian Sina; Marcin Grzegorzek (iWOAR, 2023)

Sensor-Based Classification of Primary and Secondary Car Driver Activities Using Convolutional Neural Networks. - Rafal Doniec; Justyna Konior; Szymon Siecinski; Artur Piet; Muhammad Tausif Irshad; Natalia Piaseczna; Md. Abid Hasan; Frédéric Li; Muhammad Adeel Nisar; Marcin Grzegorzek (Sensors, 2023)

Sleep Stage Classification in Children Using Self-Attention and Gaussian Noise Data Augmentation. - Xinyu Huang 003; Kimiaki Shirahama; Muhammad Tausif Irshad; Muhammad Adeel Nisar; Artur Piet; Marcin Grzegorzek (Sensors, 2023)

Optimizing sleep staging on multimodal time series: Leveraging borderline synthetic minority oversampling technique and supervised convolutional contrastive learning. - Xinyu Huang 003; Franziska Schmelter; Muhammad Tausif Irshad; Artur Piet; Muhammad Adeel Nisar; Christian Sina; Marcin Grzegorzek (Comput. Biol. Medicine, 2023)

From Theory to Practice: Demonstrators of FAIR Data Spaces Across Different Sectors. - Nikolaus Glombiewski; Zeyd Boukhers; Christian Beilschmidt; Johannes Drönner; Michael Mattig; Artur Piet; Robert Pietrzynski; Mehrshad Jaberansary; Macedo Maia; Sebastian Beyvers; Yeliz Üçer Yediel; Muhammad Hamza Akhtar; et al. (SAC, 2025)