Predicting Confusion in Information Visualization from Eye Tracking and Interaction Data

Lallé, Sébastien; Conati, Cristina; Carenini, Giuseppe

Predicting Confusion in Information Visualization from Eye Tracking and Interaction Data

Sébastien Lallé, Cristina Conati, Giuseppe Carenini

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Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence. Pages 2529-2534.

Abstract

Confusion has been found to hinder user experience with visualizations. If confusion could be predicted and resolved in real time, user experience and satisfaction would greatly improve. In this paper, we focus on predicting occurrences of confusion during the interaction with a visualization using eye tracking and mouse data. The data was collected during a user study with ValueChart, an interactive visualization to support preferential choices. We report very promising results based on Random Forest classifiers.

Sébastien Lallé, Cristina Conati, and Giuseppe Carenini. 2016. Predicting Confusion in Information Visualization from Eye Tracking and Interaction Data. In Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, IJCAI-16. IJCAI, 2529–2534. https://ijcai.org/proceedings/2016/360

@inproceedings{ijcai2016p360,
  title     = {Predicting Confusion in Information Visualization from Eye Tracking and Interaction Data},
  author    = {Lallé, Sébastien and Conati, Cristina and Carenini, Giuseppe},
  booktitle = {Proceedings of the Twenty-Fifth International Joint Conference on
               Artificial Intelligence, {IJCAI-16}},
  publisher = {AAAI Press / International Joint Conferences on Artificial Intelligence},
  editor    = {Subbarao Kambhampati},
  pages     = {2529--2534},
  year      = {2016},
  month     = {7},
  url       = {https://ijcai.org/proceedings/2016/360},
}

TY  - CPAPER
TI  - Predicting Confusion in Information Visualization from Eye Tracking and Interaction Data
AU  - Lallé, Sébastien
AU  - Conati, Cristina
AU  - Carenini, Giuseppe
T2  - Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, IJCAI-16
PB  - AAAI Press / International Joint Conferences on Artificial Intelligence
PY  - 2016
SP  - 2529
EP  - 2534
UR  - https://ijcai.org/proceedings/2016/360
ER  -