An efficient non-parametric analysis of recognition memory
An efficient non-parametric analysis of recognition
memory)
Irwin Pollack, UNIVERSITY OF MICHIGAN
Abstract
A method for efficient evaluation of the results of
recognition memory experiments is illustrated. The
method is based upon the area under the iso-mnemonic
curve relating correct and incorrect acceptances obtained by means of ratings.
Problem
In recognition studies, the criterion for acceptance
of an item as an "old" item is in the hands of S, not E.
This creates a methodological difficulty in obtaining a
measure of recognition performance which is independent of S's criterion. The present note considers an
efficient procedure for analysis of recognition which
circumvents this difficulty.
Method
A non-parametric analysis of recognition experiments
has been presented for the case in which only a single
recognition score is available (Pollack & Norman. 1964).
That analysis approximates an analysis of recognition
experiments with important theoretical properties,
which requires several recognition scores (Green,
1964).
The experimental procedure for efficiently obtaining
a number of recognition scores under a given experimental condition is the use of a rating scale. For
example, Table 1 illustrates typical results when a 6point rating scale is employed, ranging from +3 ("positive this item is an old item") through-3 ("positive this
item is a new item"). The second and fourth columns
illustrate the division of ratings among 100 old items and
100 new items, respectively. Had S employed a criterion
for an 0 response between the +2 and +3 ratings, we assume the proportion of 0 responses would have been
the proportion of +3 ratings. Had S employed a criterion
for an 0 response between the +1 and +2 ratings, we
assume the proportion of 0 responses would have been
the sum of the +2 and the +3 ratings, etc. Column 3 thus
represents the proportion of correct acceptances (0
responses to old items) and is obtained by successively
cumulating the entries of column 2. Column 5 represents
the proportion of incorrect acceptances (0 responses to
new items) and is obtained by cumulating the entries of
column 4. In this way, (n - 1) recognition scores are
efficiently obtained with an n-point rating scale for a
single set of responses. (The final score is determined.)
A plot of the paired recognition scores of columns
3 and 5, an "iso-mnemonic curve," sweeps over different response criteria. Paralleling Green (1964), the
area under the curve is selected as the measure of recognition performance. By the trapezoidal rule the area
under the curve of the results of Table 1 is 0.898.
Plychon. Sci., 1964, Vol. 1.
Donald A. Norman, HARVARD UNIVERSITY
Eugene Galanter, UNWERSITY OF WASHINGTON
Table 1. Example of Application of Ratings to Recognition
of Old and New Items.
Rating
(Rlold)
+3
+2
+1
-1
-2
-3
43
16
21
12
5
3
1: (olold)
(Rinew)
1: (o/new)
2
3
10
17
18
50
.02
.05
.15
.32
.50
1.00
.43
.59
.80
.92
.97
1.00
Experiment
Paced by a metronome, S exposed 100 monosyllabic
words typed upon index cards. The interval between
successive words ranged from 1 to 8 sec. in separate
experimental sessions. After presentation of each set
of 100 words, S was given a sheet of 200 words, conSisting of 100 old words and 100 new words in a scrambled order. S employed a 6-point rating scale under
self-paced conditions. The order of presentation of the
intervals and of the word sets were scrambled among
6 Ss (university students) in separate experimental sessions. Following these tests, 5 Ss were tested with 3digit random numbers.
95
~o
90
Cf)
w
U
Z
<1
80
f-
a.
w
u
u
<1
fU
w
60
40
0::
0::
0
U
~
:i. 8sec.
i;:4
~ 2
20
;;; 1
WORDS
A
••,.
NUMBERS
6
0
0
'V
10
% INCORRECT
ACCEPTANCES
Fig. 1. Iso-mnemonic curves for the recognition of
words and numbers under four intervals between successive items. The coordinates are scaled in terms of
the cumulative normal distribution. The 45 0 reference
line represents a chance level of performance. The
reference axis represents the locus of points in thich
the sum of correct and incorrect acceptances adds to
1.0. It is scaled in standard score form.
327
The results of Experiment I are presented in Fig. 1
as iso-mnemonic curves upon coordinates of the integrated normal distribution. Individual results preserve
the general relationships of the pooled results. The results are also presented in Table 2 in terms of the area
under the iso-mnemonic curve when plotted upon linear
coordinates.
Recognition performance improves as the interval
between successive items is increased and is consistently higher for words than for numerals under corresponding conditions. The slopes of the iso-mnemonic
curves progressively decrease as the curves become
displaced toward higher performance levels, i.e. toward
the upper left corner of the graph.
Experiment ..
CVC nonsense syllables typed on index cards were
presented in sets of 20 under paced and unpaced conditions. In the unpaced conditions, S was given either
20,40, or 80 sec. to examine the set of 20 items. These
conditions are represented in Table 2 as U20, U40, and
U80. Five paced conditions are differentiated in terms
of the time per item, .the number of presentations of the
set of 20 items, and the total presentation period. Thus,
1-1-20 refers to a presentation schedule of 1 sec. per
item, one presentation of the setof20 items, and a total
presentation period of 20 sec.
Table 2. Areas under Iso-mnemonic Curve.
Exp.
II
Period
Words
Numerals
1 sec.
2 sec.
4 sec.
8 sec.
.70
.80
.79
.88
.55
.58
.63
.66
Condition
S: AH
S: RH
1-1-20*
U20**
.70
.73
.73
.59
1-2-40
2-1-40
U40
.78
.84
.80
.69
.78
.73
2-2-80
4-1-80
U80
.89
.89
.87
.78
.72
.73
* Listed successively are: sec. per item; number of
presentations of set of 20 items; and total presentation
period in sec.
** Unpaced
328
Following presentation of the materials, S scored data
of another studyfor 5 min. A sheet of 40 items, 20 old
and 20 new, served as the test. S employed a 5-point
rating scale under self-paced conditions. Each experimental condition was run within a single experimental
session. Six experimental ses'sions, plus a practice
session, were carried out with two Ss: A.H. was relatively experienced in psychophysical testing; R.H. was
relatively unexperienced.
The results of Experiment II are presented in Table 2
in terms of the area under the iso-mnemonic curve.
Results for A.H. suggest that recognition period, irrespective of the temporal distribution within the period.
This result is consistent with that of Bugelski & Rickwood (1963) for paired associate learning. Results for
R.H. are more variable, but performance tends to improve with the total presentation period.
Diseussion
The area measure of recognition memory is nonparametric in that no specific assumption is made about
the form of the iso-mnemonic curve. Nevertheless,
because of the formal similarity between recognition
memory and signal detection studies, it is (...truncated)