Thinking like a developer? comparing the attention of humans with neural models of code
M Paltenghi, M Pradel - 2021 36th IEEE/ACM International …, 2021 - ieeexplore.ieee.org
Neural models of code are successfully tackling various prediction tasks, complementing
and sometimes even outperforming traditional program analyses. While most work focuses …
and sometimes even outperforming traditional program analyses. While most work focuses …
Multimodal Learning Analytics to Inform Learning Design: Lessons Learned from Computing Education.
Programming is a complex learning activity that involves coordination of cognitive processes
and affective states. These aspects are often considered individually in computing education …
and affective states. These aspects are often considered individually in computing education …
A geospatial image based eye movement dataset for cartography and GIS
Eye movement is a new type of data for cartography and geographic information science
(GIS) research. However, previous studies rarely built eye movement datasets with …
(GIS) research. However, previous studies rarely built eye movement datasets with …
Considerations and pitfalls for reducing threats to the validity of controlled experiments on code comprehension
DG Feitelson - Empirical Software Engineering, 2022 - Springer
Understanding program code is a complicated endeavor. As a result, studying code
comprehension is also hard. The prevailing approach for such studies is to use controlled …
comprehension is also hard. The prevailing approach for such studies is to use controlled …
Considerations and pitfalls in controlled experiments on code comprehension
DG Feitelson - 2021 IEEE/ACM 29th International Conference …, 2021 - ieeexplore.ieee.org
Understanding program code is a complicated endeavor. As such, myriad different factors
can influence the outcome. Investigations of program comprehension, and in particular …
can influence the outcome. Investigations of program comprehension, and in particular …
A review of machine learning in scanpath analysis for passive gaze-based interaction
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 …
over a period of time, commonly represented as a series of alternating fixations and …
Studying developer eye movements to measure cognitive workload and visual effort for expertise assessment
Eye movement data provides valuable insights that help test hypotheses about a software
developer's comprehension process. The pupillary response is successfully used to assess …
developer's comprehension process. The pupillary response is successfully used to assess …
Extracting meaningful attention on source code: An empirical study of developer and neural model code exploration
The high effectiveness of neural models of code, such as OpenAI Codex and AlphaCode,
suggests coding capabilities of models that are at least comparable to those of humans …
suggests coding capabilities of models that are at least comparable to those of humans …
An Open Source Interactive Visual Analytics Tool for Comparative Programming Comprehension
This paper proposes an open source visual analytics tool consisting of several views and
perspectives on eye movement data collected during code reading tasks when writing …
perspectives on eye movement data collected during code reading tasks when writing …
Toward gaze-assisted developer tools
Many crucial activities in software development are linked to gaze and can potentially
benefit from gaze-assisted developer tools. However, despite the maturity of eye trackers …
benefit from gaze-assisted developer tools. However, despite the maturity of eye trackers …