Scanpath Based N-Gram Models for Predicting Reading Behavior

Abhijit Mishra, Pushpak Bhattacharyya, Michael Carl

    Research output: Chapter in Book/Report/Conference proceedingConference abstract in proceedingsResearchpeer-review

    Abstract

    Predicting reading behavior is a difficult task. Reading behavior depends on various linguistic factors (e.g. sentence length, structural complexity etc.) and other factors (e.g individual's reading style, age etc.). Ideally, a reading model should be similar to a language model where the model is built upon a fixed number of overlapping word sequences (n-grams). But it would be difficult to decide what kind of representation of gaze data (unit of n-grams) would correlate more with cognitive effort associated with reading. Moreover, the randomness associated with gaze data also accounts for data sparsity, making it difficult for gaze based n-gram models to handle real test scenarios.
    It has already been seen that some important eye-movement phenomena are captured better by scanpaths than considering individual fixations, saccades and pauses. In this talk, we propose and validate an n-gram based gaze model for reading. The units contributing to each n-gram will be scanpaths (in a temporal order). We describe different scanpath extraction techniques and chose the one which minimizes the entropy/perplexity of the system. To handle data sparsity, we cluster the scanpaths into several groups, assign them with ids and use n-grams of cluster-ids instead of taking exact scanpaths.
    Original languageEnglish
    Title of host publicationBook of Abstracts : 17th European Conference on Eye Movemement, 11-16 August 2013, Lund, Sweden
    EditorsKenneth Holmqvist, Fiona Mulvey , Roger Johansson
    Place of PublicationLund
    PublisherLund University
    Publication date14 Aug 2013
    Pages448
    Publication statusPublished - 14 Aug 2013
    Event17th European Conference on Eye Movements. 2013 - Lund University, Lund, Sweden
    Duration: 11 Aug 201316 Aug 2013
    Conference number: 17
    http://ecem2013.eye-movements.org/

    Conference

    Conference17th European Conference on Eye Movements. 2013
    Number17
    LocationLund University
    CountrySweden
    CityLund
    Period11/08/201316/08/2013
    Internet address
    SeriesJournal of Eye Movement Research
    Number3
    Volume6
    ISSN1995-8692

    Cite this