TY - JOUR
T1 - Adding noise can reduce response biases in addition to improving perceptual performance
AU - Rowe, Elise
AU - van Boxtel, Jeroen J.A.
N1 - Publisher Copyright:
© 2025 The Author(s)
PY - 2025/8/15
Y1 - 2025/8/15
N2 - “Stochastic resonance” (SR) is a phenomenon whereby adding an “optimal” amount of noise can improve perceptual capabilities. Although this performance enhancement is important, in many tasks we also want to reduce biases, such as the tendency to respond “absent” to an infrequent stimulus. To address this, we designed a perceptual task where we presented six possible letters (“C,”“B,”“H,” “O,”“E,” and “U”) at threshold levels. We induced a response bias by manipulating the frequency of the consonants and vowels at 80% (frequent stimuli) versus 20% (rare stimuli) and induced SR using Gaussian visual luminance noise. We observed SR-based improvements in performance (accuracy and d’) across 22 observers at low to intermediate noise levels. Additionally, response biases (i.e., criterion) decreased due to an increase in correctly identified rare stimuli. Our results suggest that low-to-moderate noise can improve performance and reduce response biases, with potential implications for real-world tasks (such as cancer screening) where target (i.e., tumor) occurrence is rare.
AB - “Stochastic resonance” (SR) is a phenomenon whereby adding an “optimal” amount of noise can improve perceptual capabilities. Although this performance enhancement is important, in many tasks we also want to reduce biases, such as the tendency to respond “absent” to an infrequent stimulus. To address this, we designed a perceptual task where we presented six possible letters (“C,”“B,”“H,” “O,”“E,” and “U”) at threshold levels. We induced a response bias by manipulating the frequency of the consonants and vowels at 80% (frequent stimuli) versus 20% (rare stimuli) and induced SR using Gaussian visual luminance noise. We observed SR-based improvements in performance (accuracy and d’) across 22 observers at low to intermediate noise levels. Additionally, response biases (i.e., criterion) decreased due to an increase in correctly identified rare stimuli. Our results suggest that low-to-moderate noise can improve performance and reduce response biases, with potential implications for real-world tasks (such as cancer screening) where target (i.e., tumor) occurrence is rare.
KW - Psychology
UR - http://www.scopus.com/inward/record.url?scp=105012635265&partnerID=8YFLogxK
U2 - 10.1016/j.isci.2025.113227
DO - 10.1016/j.isci.2025.113227
M3 - Article
AN - SCOPUS:105012635265
SN - 2589-0042
VL - 28
SP - 1
EP - 9
JO - iScience
JF - iScience
IS - 8
M1 - 113227
ER -