Measuring neural efficiency of program comprehension

J Siegmund, N Peitek, C Parnin, S Apel… - Proceedings of the …, 2017 - dl.acm.org
neural efficiency and indicates lower cognitive load. Thus, we assert that program comprehension
based on semantic cues requires less cognitive effort than bottom-up comprehension. …

Program comprehension and code complexity metrics: An fmri study

N Peitek, S Apel, C Parnin… - 2021 IEEE/ACM …, 2021 - ieeexplore.ieee.org
… Closest to our study are studies on cognitive load and neural efficiency. Siegmund et al.
conducted an fMRI study and found that the strength of activation depends on expertise [28]. …

A neuro-cognitive perspective of program comprehension

N Peitek - Proceedings of the 40th International Conference on …, 2018 - dl.acm.org
… developers show a higher neural efficiency during program comprehension. Additionally,
we can explore differences in novice and expert top-down program comprehension [18]. What …

Moving towards objective measures of program comprehension

S Fakhoury - Proceedings of the 2018 26th ACM Joint Meeting on …, 2018 - dl.acm.org
… , program comprehension research relies heavily on indirect measures of comprehension, …
Measuring neural efficiency of program comprehension. In Proceedings of the Joint Meeting …

[HTML][HTML] Programming experience associated with neural efficiency during figural reasoning

B Helmlinger, M Sommer, M Feldhammer-Kahr… - Scientific Reports, 2020 - nature.com
… evidence for neural efficiency in individuals with higher programming experience … neural
efficiency 35,36,37 . In summary, higher programming skills might lead to a more efficient neural

Neural code comprehension: A learnable representation of code semantics

T Ben-Nun, AS Jakobovits… - Advances in neural …, 2018 - proceedings.neurips.cc
… This paper presents NeuralNeural Code Comprehension is evaluated on multiple levels,
using clustering and analogies for inst2vec, as well as three different code comprehension

The neural bases of program comprehension: a coordinate-based fMRI meta-analysis

Y Ikutani, TD Itoh, T Kubo - bioRxiv, 2021 - biorxiv.org
neural bases. To identify the essential brain regions, this study performed a small meta-analysis
on recent fMRI studies of program comprehension … in various program comprehension

A look into programmers' heads

N Peitek, J Siegmund, S Apel, C Kästner… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
… to our understanding of program comprehension. Furthermore, … of a programming language
plays for neural efficiency. The … participants to be more efficient in analyzing the words and …

[HTML][HTML] Computer code comprehension shares neural resources with formal logical inference in the fronto-parietal network

YF Liu, J Kim, C Wilson, M Bedny - Elife, 2020 - elifesciences.org
… code comprehension has a consistent neural signature across … programming experience)
performed a code comprehension … We chose a comprehension task partly because it could be …

Eeg activities during program comprehension: An exploration of cognition

YT Lin, YZ Liao, X Hu, CC Wu - IEEE Access, 2021 - ieeexplore.ieee.org
… ABSTRACT This study attempts to explore cognition during program comprehension through
… Highperformance participants could process program comprehension tasks more efficiently