Mathematical Psychology
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Two-Alternative Forced Choice

The two-alternative forced choice (2AFC) paradigm presents the signal and noise stimuli simultaneously, providing a criterion-free measure of sensitivity equal to d′/√2 from yes/no tasks.

d′₂AFC = √2 × z(proportion correct)

In the two-alternative forced choice (2AFC) paradigm, two intervals (or locations) are presented on each trial — one containing the signal, the other containing noise — and the observer indicates which interval contains the signal. Because the correct answer is always one of the two intervals, 2AFC eliminates response bias and provides a criterion-free measure of sensitivity.

Relationship to Yes/No d′

2AFC Sensitivity d′₂AFC = √2 × z(PC)

PC = proportion correct
d′₂AFC = d′_yes/no × √2 (when equal-variance Gaussian)
Chance = 50% correct (d′ = 0)

The √2 factor arises because in 2AFC the observer effectively takes the difference between two independent samples (one from the signal distribution, one from the noise distribution), and this differencing operation increases sensitivity by √2 relative to a single observation. A 75% correct performance in 2AFC corresponds to d′ ≈ 0.95, while 90% correct gives d′ ≈ 1.81.

Advantages and Applications

The 2AFC paradigm is the workhorse of psychophysics because it eliminates criterion effects that can confound sensitivity measurement in yes/no tasks. It is the standard paradigm for measuring thresholds, fitting psychometric functions, and running adaptive procedures. Extensions include m-alternative forced choice (mAFC), where sensitivity is d′ = √2 × z(PC) only for m=2; for m>2, the relationship involves the maximum of m−1 independent normal samples.

Related Topics

References

  1. Green, D. M., & Swets, J. A. (1966). Signal detection theory and psychophysics. Wiley. https://doi.org/10.1901/jeab.1969.12-475
  2. Macmillan, N. A., & Creelman, C. D. (2005). Detection theory: A user's guide (2nd ed.). Lawrence Erlbaum Associates. https://doi.org/10.4324/9781410611147
  3. Hacker, M. J., & Ratcliff, R. (1979). A revised table of d′ for M-alternative forced choice. Perception & Psychophysics, 26(2), 168–170. https://doi.org/10.3758/BF03208311

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