Signal Detection Theory (advanced) Flashcards
Two-alternative forced choice (2-AFC) sens
d’= 1/√2 [z(H)-z(F)]
Two-alternative forced choice (2-AFC) respons bias
Methods to calculate response bias are exactly the same as discussed earlier.
In a 2-AFC task, observers do not regularly display extreme biases (compared
to yes/no experiments). Because of this p(c) is sometimes argued to be a good
sensitivity measure in this context
2-AFC area theorem: p(c) in 2-AFC by an unbiased observer equals the area
under the yes-no isosensitivity curv
Two-alternative forced choice: √2 Relationship
Not always observed
Two reasons why 2AFC tasks have been adopted a lot:
- It discourages response bias
- Performance levels are high, and thus smaller stimulus differences can be measured
SDT and time
See ppt
Sequential analysis (SA) has inspired much research
It can explain the tradeoff between speed and accuracy
It allows to dissociate between evidence (which is stationary) and the DV (which evolves in time), which is not possible in SDT frameworks.
it fits empirical data well, and has inspired researchers to look for neural correlates of
evidence accumulation
SDT and clinical diagnosis
- The power of this approach depends on the prevalence (i.e. the base rate) of
the variable considered (below, a 9:1 ratio).
- For a fixed cut-point (say, point B), the sensitivity and specificity indices will not change (i.e. the proportion of de- pressed persons classified as depressed will remain constant), but the practical utility of the measure will change as a result of changes in the base rate.
SDT and Baseyian inference
P(A|B)= P(B|A)*P(A) / P(B)
People are unfimiliar with probabilities, reason in frequencies