Vm. Richards et Sp. Zhu, RELATIVE ESTIMATES OF COMBINATION WEIGHTS, DECISION CRITERIA, AND INTERNAL NOISE BASED ON CORRELATION-COEFFICIENTS, The Journal of the Acoustical Society of America, 95(1), 1994, pp. 423-434
A means by which relative combination weights may be determined is des
cribed for a signal detection model in which the decision variable is
a weighted linear combination of several independent, normally distrib
uted random variables, X(i)'s. The first theorem presents the correlat
ion between the binary response variables-signal versus no signal-and
the component X(i). The second theorem presents a parallel result for
the case that additive internal noise is present. Thus in psychophysic
al experiments, the relative combination weights may be obtained by co
rrelating the observers' responses and the input random variables. Thi
rd, three numerical methods which allow the evaluation of the relative
magnitude of the decision criterion and the variance of a hypothetica
l additive internal noise are considered.