A review of machine learning in scanpath analysis for passive gaze-based interaction

A Mohamed Selim, M Barz, OS Bhatti… - Frontiers in Artificial …, 2024 - frontiersin.org
The scanpath is an important concept in eye tracking. It refers to a person's eye movements
over a period of time, commonly represented as a series of alternating fixations and …

DISCOVER: A Data-driven Interactive System for Comprehensive Observation, Visualization, and ExploRation of Human Behaviour

D Schiller, T Hallmen, DW Don, E André… - arXiv preprint arXiv …, 2024 - arxiv.org
Understanding human behavior is a fundamental goal of social sciences, yet its analysis
presents significant challenges. Conventional methodologies employed for the study of …

Implicit estimation of paragraph relevance from eye movements

M Barz, OS Bhatti, D Sonntag - Frontiers in Computer Science, 2022 - frontiersin.org
Eye movements were shown to be an effective source of implicit relevance feedback in
constrained search and decision-making tasks. Recent research suggests that gaze-based …

The AffectToolbox: Affect Analysis for Everyone

S Mertes, D Schiller, M Dietz, E André… - arXiv preprint arXiv …, 2024 - arxiv.org
In the field of affective computing, where research continually advances at a rapid pace, the
demand for user-friendly tools has become increasingly apparent. In this paper, we present …

Leveraging implicit gaze-based user feedback for interactive machine learning

O Bhatti, M Barz, D Sonntag - German Conference on Artificial Intelligence …, 2022 - Springer
Abstract Interactive Machine Learning (IML) systems incorporate humans into the learning
process to enable iterative and continuous model improvements. The interactive process …