Related Experiment Video
Updated: May 30, 2026

Measuring Attention and Visual Processing Speed by Model-based Analysis of Temporal-order Judgments
Published on: January 23, 2017
Probabilistic model of onset detection explains paradoxes in human time perception
Stanislav Nikolov1, Dobromir A Rahnev, Hakwan C Lau
1Electrical Engineering and Computer Science, Massachusetts Institute of Technology Boston, MA, USA.
A new computational model explains why we don't consciously perceive early motor preparation and why attended stimuli aren't always perceived faster. It uses a probabilistic approach to signal detection theory.
Area of Science:
- Cognitive Neuroscience
- Computational Psychology
- Psychophysics
Background:
- Motor preparation activity precedes voluntary actions by 1-2 seconds, but conscious awareness is limited to ~0.25 seconds.
- The principle of attention prior entry suggests attended stimuli are perceived faster, yet electrophysiological studies show minimal neural timing differences.
Purpose of the Study:
- To propose a computational model explaining discrepancies in time perception literature.
- To reconcile the timing of motor preparation awareness with neural activity.
- To explain the conflict between psychophysical attention effects and electrophysiological data.
Main Methods:
- Development of a basic computational model.
- Application of signal detection theory principles.
- Probabilistic modeling of stimulus onset detection.
Main Results:
- The model naturally predicts the limited conscious awareness of early motor preparation.
- The model accounts for the lack of significant neural timing differences for attended versus unattended stimuli.
- The probabilistic approach resolves apparent paradoxes in time perception.
Conclusions:
- A signal detection theoretic framework provides a unified explanation for puzzling findings in time perception.
- Probabilistic onset detection is key to understanding conscious awareness and attentional effects on perception.
- The model offers a parsimonious explanation for complex temporal phenomena.
Related Concept Videos
Hindsight Biases
Pharmacodynamic Models: Link Model and Systems Pharmacodynamic Model
The Availability Heuristic
Pharmacokinetic Models: Overview
There are three primary types of models: empirical, compartment, and physiological. Empirical models, with minimal assumptions,...
Causality in Epidemiology
First Impression

