46 lines
No EOL
1.5 KiB
Markdown
46 lines
No EOL
1.5 KiB
Markdown
# Exploring Natural Language Processing Methods for Interactive Behaviour Modelling
|
||
|
||
*Guanhua Zhang, Matteo Bortoletto, Zhiming Hu, Lei Shi, Mihai Bâce, and Andreas Bulling*
|
||
|
||
Proc. IFIP TC13 Conference on Human-Computer Interaction (INTERACT), 2023, York, UK
|
||
|
||
https://link.springer.com/chapter/10.1007/978-3-031-42286-7_1
|
||
|
||
---
|
||
|
||
This repository contains the EMAKI dataset:
|
||
- user: User ID 1~39
|
||
- task: Text entry and editing (3), image editing (4) and questionnaire completion (5)
|
||
- trial: Questionnaire completion had four trials
|
||
- type: Action type, one of ['mousemove', 'mousedown', 'mouseup', 'keydown', 'keyup']
|
||
- timestamp: Timestamp of the current mouse or keyboard action
|
||
- X/Y: On-screen coordinates of the current mouse cursor
|
||
- value: Left (1) or right (3) if type is mousedown/up; keystroke content if type is keydown/up; nan/none otherwise
|
||
- resolutionX/Y: The resolution of user's screen when performing the online user study
|
||
|
||
As well as code for
|
||
|
||
- Byte pair encoding (BPE)
|
||
- The Transformer-based classifier
|
||
|
||
---
|
||
|
||
If you find our work helpful, please cite:
|
||
|
||
```
|
||
@InProceedings{zhang2023exploring,
|
||
author="Zhang, Guanhua
|
||
and Bortoletto, Matteo
|
||
and Hu, Zhiming
|
||
and Shi, Lei
|
||
and B{\^a}ce, Mihai
|
||
and Bulling, Andreas",
|
||
title="Exploring Natural Language Processing Methods for Interactive Behaviour Modelling",
|
||
booktitle="Human-Computer Interaction -- INTERACT 2023",
|
||
year="2023",
|
||
publisher="Springer Nature Switzerland",
|
||
address="Cham",
|
||
pages="3--26",
|
||
isbn="978-3-031-42286-7"
|
||
}
|
||
``` |