Publications

Workload-dependent hemispheric asymmetries during the emotion-cognition interaction: A close-to-naturalistic fNIRS study
We investigated brain activation patterns of interacting emotional distractions and cognitive processes in a close-to-naturalistic …
M.Sc. Katharina Lingelbach, Sabrina Gado, Maria Wirzberger, Mathias Vukelic
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Decoding Mental Effort in a Quasi-Realistic Scenario: A Feasibility Study on Multimodal Data Fusion and Classification
Humans’ performance varies due to mental resources available to successfully pursue a task. To monitor users’ current cognitive …
Sabrina Gado, Katharina Lingelbach, Maria Wirzberger, Mathias Vukelic
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Decoding Mental Effort in a Quasi-Realistic Scenario: A Feasibility Study on Multimodal Data Fusion and Classification
Investigating Feature Set Decisions for Mental State Decoding in Virtual Reality Based Learning Environments
Brain-Computer Interfaces (BCIs) combined with Virtual Reality (VR) enable the development of user-aware systems for individualized …
Katharina Lingelbach, Daniel Diers, Michael Bui, Mathias Vukelic
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GAUDIE: Development, validation, and exploration of a naturalistic German AUDItory Emotional database
Despite a great need in the German-speaking area, thoroughly validated naturalistic speech stimulus databases for emotion induction are …
M.Sc. Katharina Lingelbach, Mathias Vukelic, Jochem W. Rieger
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GAUDIE: Development, validation, and exploration of a naturalistic German AUDItory Emotional database
Towards User-Aware VR Learning Environments: Combining Brain-Computer Interfaces with Virtual Reality for Mental State Decoding
User-aware adaptive systems can greatly benefit from brain-computer interface (BCI) technologies. BCIs allow continuous monitoring of …
Katharina Lingelbach, Daniel Diers, Mathias Vukelic
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Examining Joy of Use and Usability During Mobile Phone Interactions within a Multimodal Methods Approach
We investigate experienced joy of use (JoU) and usability using a multimodal methods approach by systematically varying mobile phone …
M.Sc. Katharina Lingelbach, Nektaria Tagalidou, Patrick S. Markey, Bettina Föll, Matthias Peissner, Mathias Vukelic
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Artificial intelligence in psychology: How can we enable psychology students to accept and use artificial intelligence?
Psychologists with their expertise in statistics and regarding human perception and behavior can contribute valuable insights to the …
Sabrina Gado, Regina Kempen, M.Sc. Katharina Lingelbach, Tanja Bipp
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Exploring Conventional, Automated and Deep Machine Learning for Electrodermal Activity-Based Drivers’ Stress Recognition
Stress and cognitive overload during driving are associated with decreased performance potentially leading to serious mistakes and even …
M.Sc. Katharina Lingelbach, Michael Bui, Frederik Diederichs, Mathias Vukelic
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Real-time feedback of subjective affect and working memory load based on neurophysiological activity
We investigated the effects of feedback on users’ performance during a cognitive task with concurrent emotional distraction. Our aim …
Sabrina Gado, M.Sc. Katharina Lingelbach, Michael Bui, Jochem W. Rieger, Mathias Vukelic
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Real-time feedback of subjective affect and working memory load based on neurophysiological activity
Investigating the Emotion-Cognition Interaction: Effects of Affective Distractors on Working Memory Load
In the past decade, theoretical models of modular architectures with cold cognitive and hot affective-emotional systems have been …
M.Sc. Katharina Lingelbach, Sabrina Gado, Jochem W. Rieger, Mathias Vukelic
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Investigating the Emotion-Cognition Interaction: Effects of Affective Distractors on Working Memory Load
Effects of the COVID-19 Pandemic on Psychological Well-Being and Mental Health Based on a German Online Survey
To contain the COVID-19 pandemic, public health actions have changed the everyday life with an inevitable impact on individuals and …
M.Sc. Katharina Lingelbach, Daniela Piechnik, Sabrina Gado, Doris Janssen, Martin Eichler, Leopold Hentschel, Dennis Knopf, Markus Schuler, Daniel Sernatinger, Matthias Peissner
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What I feel and what I say: Decoding neurophysiological correlates of cognitive and affective states
For neuroergonomic applications, robust decoding of activation patterns indicating current affective or cognitive states is a crucial …
M.Sc. Katharina Lingelbach, Sabrina Gado, Jochem W. Rieger, Mathias Vukelic
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What I feel and what I say: Decoding neurophysiological correlates of cognitive and affective states
Temporal Decoding of Emotion and Workload from Fixation-Related EEG Recordings
Electroencephalographic (EEG) recordings allow to capture temporal activation patterns associated with the current level of workload or …
M.Sc. Katharina Lingelbach, Daniela Piechnik, Anne-Marie Brouwer, Ivo Stuldreher, Mathias Vukelic
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Temporal Decoding of Emotion and Workload from Fixation-Related EEG Recordings
Neuro-adaptive tutoring systems - Neurophysiological-based recognition of affective-emotional and cognitive states of learners for intelligent neuro-adaptive tutoring systems
Monitoring learners’ mental states via a passive Brain-Computer Interface (BCI) allows to continuously estimate current abilities, …
Katharina Lingelbach, Sabrina Gado, Wilhelm Bauer
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Investigating the Modulation of Spatio-Temporal and Oscillatory Power Dynamics by Perceptible and Non-perceptible Rhythmic Light Stimulation
Several studies emphasize the great potential of rhythmic light stimulation to evoke steady-state visual evoked potentials (SSVEPs) …
Katharina Lingelbach, Isabel Schöllhorn, Alexander M. Dreyer, Frederik Diederichs, Michael Bui, Michael Weng, Jochem W. Rieger, Ina Petermann-Stock, Mathias Vukelic
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Brain Oscillation Entrainment by Perceptible and Non-perceptible Rhythmic Light Stimulation
Decades of research in the field of steady-state visual evoked potentials (SSVEPs) have revealed great potential of rhythmic light …
M.Sc. Katharina Lingelbach, Alexander M. Dreyer, Isabel Schöllhorn, Michael Bui, Michael Weng, Frederik Diederichs, Jochem W. Rieger, Ian Petermann-Stock, Mathias Vukelic
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Feinfühlige Technik: Wie Neuroergonomie und Brain-Computer-Interfaces in der Praxis eingesetzt werden können
Die Studie zeigt auf, welche neuen Perspektiven und Potenziale sich durch neuroergonomische Methoden für die Gestaltung von …
Mathias Vukelic, M.Sc. Katharina Lingelbach, Daniela Piechnik
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Combining eye tracking and physiology for detection of emotion and workload
Peripheral physiological measures such as electrodermal activity (EDA), heart rate and pupil dilation, as well as neurophysiological …
Anna-Marie Brouwer, Ivo Stuldreher, Silvana Pene Huertas, M.Sc. Katharina Lingelbach, Mathias Vukelic
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Oscillatory EEG Signatures of Affective Processes during Interaction with Adaptive Computer Systems
Affect monitoring is being discussed as a novel strategy to make adaptive systems more user-oriented. Basic knowledge about oscillatory …
Mathias Vukelic, M.Sc. Katharina Lingelbach, Kathrin Pollmann, Matthias Peissner
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MindTrain: How to Train your Mind with Interactive Technologies
Using Electroencephalographic (EEG) signals for neurofeedback is helpful for learning and a promising approach to train the mind. We …
Ravi Kanth Kosuru, M.Sc. Katharina Lingelbach, Michael Bui, Mathias Vukelic
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MindTrain: How to Train your Mind with Interactive Technologies