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Physical Sciences and Mathematics Commons

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Machine learning

2010

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Event-Driven Similarity And Classification Of Scanpaths, Thomas Grindinger Aug 2010

Event-Driven Similarity And Classification Of Scanpaths, Thomas Grindinger

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Eye tracking experiments often involve recording the pattern of deployment of visual attention over the stimulus as viewers perform a given task (e.g., visual search). It is useful in training applications, for example, to make available an expert's sequence of eye movements, or scanpath, to novices for their inspection and subsequent learning. It may also be potentially useful to be able to assess the conformance of the novice's scanpath to that of the expert. A computational tool is proposed that provides a framework for performing such classification, based on the use of a probabilistic machine learning algorithm. The approach was …