Lillian Park University of California, Berkeley |
Katharine K. Shobe Yale University |
John F. Kihlstrom University of California, Berkeley |
Abstract of Published Paper (Psychological Science, 2006) What kinds of associations underlie the associative memory illusion? In Experiment 1, lists composed of "horizontal" or "coordinate" free associates elicited false recognition of critical lures much more often than did lists composed of "vertical" or "subordinate" category instances. Experiment 2 replicated this result, and showed that the difference between free associates and category instances was not an artifact of differential levels of forward or backward associative strength. Associative structure plays an important role in the associative memory illusion: the illusion is strongest when the critical lure lies at the same level of categorization as the studied items. |
In this section of the supplement, we provide further information concerning the secondary analysis of the University of South Florida Free Association Norms, described in the introduction to Experiment 2, beginning with material (in italics) extracted from the (unedited) paper.
The findings of Experiment 1 were consistent with the hypothesis that the AMI is mediated by horizontal (coordinate) associations rather than vertical (subordinate) ones. Given the important role of backward associations in producing the AMI (Roediger, Watson et al., 2001), however, it is possible that the effect revealed by this experiment is an artifact of differences in the backward association values of horizontal/coordinate and vertical/subordinate links. That is to say, the backward associative strengths between horizontal associates such as thread, pin, and eye, and the critical lure needle, may simply be higher than the corresponding strengths between vertical associates such as apple, orange, and kiwi, and the critical lure fruit. If so, then the allegedly qualitative difference between types of associative links, horizontal/coordinate and vertical/subordinate, dissolves into a merely quantitative difference in backward associative strength.
A secondary analysis of the University of South Florida (USF) Free Association Norms (Nelson, McEvoy, & Schrieber, 1998) made this possibility appear remote. Two of the authors classified all the responses to the 12 critical targets employed in this experiment as either horizontal/coordinate word associations or vertical/subordinate category instances (93.6% agreement, with disagreements resolved through discussion and arm-twisting). When we compared the two types of responses for each of the 12 lists, taken separately, we found that in only one case (the insect list) was there a significant difference between them (independent-groups t tests, p < .05). Even this difference was anomalous, as it was based on a comparison of only 3 horizontal/coordinate associates against 20 vertical/subordinate associates. When the 12 lists were combined, there was no overall difference in backward, mediated, or overlapping strength between associates and instances, all t < 1.
Unfortunately, the classic free-association and category-instance norms (Battig & Montague, 1969; Russell & Jenkins, 1954) do not provide information about backwards associative strength. Moreover, the information about forward associative strength is based on quite different instructions. The USF norms used a single set of instructions, for free associations, and provide information about backward as well as forward associative strength, not to mention other comparative measures. Fortunately, the free-association instructions elicited a fair number of category instances -- although, admittedly, the resulting instances are probably unrepresentative of what is generated by category-instance instructions. Still, we did the best we could with what was available. Even if some of our category instances are a little unusual, they still permit a test of the hypothesis that the difference in AMI elicited by associates and by instances is an artifact of listwise differences in backwards associative strength.
The USF norms list provide information on a number of different properties of free associations:
Forward Strength: The probability that a free-association cue, such as needle, will elicit a particular target, such as thread, as the first response | |
Backward Strength: The reciprocal probability that a particular free-association response, such as thread, when presented as a cue, will elicit its corresponding cue, needle, as the first response. | |
Mediated Strength: The probability that a particular free-association cue will produce a particular target as the second response in a chain of free associations. | |
Overlapping Associate Strength: Essentially the sum of mediated strengths between two cues and targets that have several associates in common. | |
Cue Set Size: The number of different words given as responses by two or more people. | |
Cue Frequency: The frequency value of each word, in the Kucera & Francis (1967) norms. | |
Cue Connectivity: The mean connectivity among the associates to a cues. |
For the animal list, we found 59 horizontal associates (e.g., zoo) and 97 vertical instances (e.g., aardvark). The following table compares associates and instances on the major variables in the USF norms.
Variable |
Associates |
Instances |
t |
p = | ||
M | SD | M | SD | |||
Forward Strength | .06102 | .1068 | .07691 | .007545 | 1.087 | .279 |
Backward Strength | .0009322 | .003090 | .004082 | .02990 | 0.806 | .422 |
Mediated Strength | .01498 | .02058 | .020101 | .01924 | 1.570 | .119 |
Overlapping Strength | .01183 | .002852 | .009140 | .02659 | 0.596 | .552 |
Cue Set Size | 15.9492 | 5.0971 | 14.4845 | 5.2403 | 1.710 | .089 |
Cue Frequency | 49.9831 | 123.4479 | 11.4021 | 33.9278 | 2.908 | .004 |
Cue Connectivity | 1.6114 | 0.5532 | 1.4877 | 0.5050 | 1.430 | .115 |
For the black list, we found 122 horizontal associates (e.g., white) and 7 vertical instances (e.g., coal, as in coal black).
Variable |
Associates |
Instances |
t |
p = | ||
M | SD | M | SD | |||
Forward Strength | .04664 | .08449 | .09000 | .1002 | 1.301 | .196 |
Backward Strength | .006320 | .05147 | .00000 | .00000 | 0.324 | .747 |
Mediated Strength | .01026 | .023555 | .01214 | .009512 | 0.210 | .834 |
Overlapping Strength | .003647 | .01172 | .005771 | .008752 | 0.471 | .638 |
Cue Set Size | 15.9344 | 4.5722 | 15.1429 | 3.2367 | 0.451 | .653 |
Cue Frequency | 38.8689 | 71.0322 | 37.2857 | 48.8523 | 0.058 | .954 |
Cue Connectivity | 1.6107 | .6862 | 1.5114 | .3877 | 0.378 | .706 |
For the bread list, we found 33 horizontal associates (e.g., loaf) and 17 vertical instances (e.g., rye).
Variable |
Associates |
Instances |
t |
p = | ||
M | SD | M | SD | |||
Forward Strength | .1148 | .1390 | .1329 | .1865 | 0.387 | .700 |
Backward Strength | .02000 | .08502 | .003412 | .009689 | 0.798 | .429 |
Mediated Strength | ..02730 | .05677 | .02382 | .03204 | 0.234 | .816 |
Overlapping Strength | .01950 | .07279 | .01082 | .01385 | 0.485 | .630 |
Cue Set Size | 13.7273 | 4.4600 | 14.7647 | 5.2978 | 0.731 | .469 |
Cue Frequency | 16.000 | 26.1331 | 20.7647 | 36.4615 | 0.532 | .597 |
Cue Connectivity | 1.5573 | .6259 | 1.4471 | .5817 | 0.604 | .549 |
For the cold list, we found 126 horizontal associates (e.g., hot) and 12 vertical instances (e.g., chill).
Variable |
Associates |
Instances |
t |
p = | ||
M | SD | M | SD | |||
Forward Strength | .08230 | .1290 | .2375 | .2717 | 3.5222 | .001* |
Backward Strength | .005571 | .03745 | .01000 | .02843 | 0.398 | .691 |
Mediated Strength | .04629 | .06810 | .02550 | .02604 | 1.047 | .297 |
Overlapping Strength | .01366 | .03204 | .004725 | .005594 | 0.962 | .338 |
Cue Set Size | 14.2460 | 4.5968 | 14.5833 | 6.6941 | 0.233 | .816 |
Cue Frequency | 31.4048 | 53.7613 | 50.2500 | 64.2016 | 1.141 | .256 |
Cue Connectivity | 1.7752 | .7327 | 1.3567 | .8391 | 1.868 | .064 |
*Note that the difference actually favors instances over associates.
For the flower list, we found 33 horizontal associates (e.g., petals) and 11 vertical instances (e.g., tulip).
Variable |
Associates |
Instances |
t |
p = | ||
M | SD | M | SD | |||
Forward Strength | .09939 | .1915 | .3282 | .3478 | 2.758 | .009* |
Backward Strength | .008606 | .01971 | .006636 | .01839 | 0.292 | .772 |
Mediated Strength | .01218 | .02047 | .01709 | .01919 | 0.699 | .488 |
Overlapping Strength | .004845 | .007470 | .005873 | .006229 | 0.410 | .684 |
Cue Set Size | 15.8485 | 6.9107 | 11.3636 | 3.4430 | 2.057 | .046 |
Cue Frequency | 238.3939 | 1103.7296 | 2.5455 | 3.0451 | 0.703 | .486 |
Cue Connectivity | 1.5385 | .5813 | 1.5309 | .4442 | 0.039 | .969 |
*Note that the difference actually favors instances over associates.
For the fruit list, we found 26 horizontal associates (e.g., vegetable) and 26 vertical instances (e.g., kiwi).
Variable |
Associates |
Instances |
t |
p = | ||
M | SD | M | SD | |||
Forward Strength | .05346 | .06248 | .1696 | .1570 | 3.506 | .001* |
Backward Strength | .005231 | .01687 | .01777 | .05514 | 1.109 | .273 |
Mediated Strength | .02342 | .04131 | .03815 | .03147 | 1.446 | .154 |
Overlapping Strength | .01996 | .03698 | .01482 | .02754 | 0.561 | .577 |
Cue Set Size | 16.3846 | 4.5085 | 12.8077 | 4.1571 | 2.974 | .005 |
Cue Frequency | 32.1154 | 43.9302 | 11.9615 | 23.8134 | 2.057 | .450 |
Cue Connectivity | 1.7658 | 0.6298 | 1.7450 | .6016 | 0.122 | .904 |
*Note that the difference actually favors instances over associates.
For the furniture list, we found 11 horizontal associates (e.g., rearrange) and 6 vertical instances (e.g., patio, as in patio furniture).
Variable |
Associates |
Instances |
t |
p = | ||
M | SD | M | SD | |||
Forward Strength | .02091 | .01578 | .07333 | .09092 | 1.911 | .750 |
Backward Strength | .002455 | .008141 | .00000 | .00000 | 0.728 | .478 |
Mediated Strength | .0006364 | ..009244 | .001667 | .004082 | 1.170 | .260 |
Overlapping Strength | .004582 | .008557 | .04115 | .03403 | 3.455 | .004* |
Cue Set Size | 18.2727 | 5.3683 | 13.8333 | 2.9269 | 1.862 | .082 |
Cue Frequency | 66.4545 | 116.1244 | 10.0000 | 20.6204 | 1.164 | .263 |
Cue Connectivity | 1.5591 | .6919 | 1.8817 | .5907 | 0.963 | .351 |
*Note that the difference actually favors instances over associates.
For the insect list, we found 3 horizontal associates (e.g., bug) and 20 vertical instances (e.g., cricket).
Variable |
Associates |
Instances |
t |
p = | ||
M | SD | M | SD | |||
Forward Strength | .09667 | .09609 | .06650 | .05334 | 0.829 | .416 |
Backward Strength | .1680 | .2772 | .01415 | .03069 | 2.749 | .012* |
Mediated Strength | .06000 | .02052 | .04360 | .03041 | 0.895 | .381 |
Overlapping Strength | .07007 | .06864 | .08673 | .07421 | 0.365 | .719 |
Cue Set Size | 13.3333 | 3.7859 | 13.0500 | 4.6052 | 0.101 | .921 |
Cue Frequency | 3.0000 | 1.7321 | 4.5000 | 7.3234 | .347 | .732 |
Cue Connectivity | 2.0300 | .6994 | 1.5060 | .5297 | 1.5444 | .5240 |
*This is the only difference in backward strength that favors associates over instances; note that it is based on data from only three horizontal associates.
For the needle list, we found 28 horizontal associates (e.g., thread) and 4 vertical instances (e.g., syringe).
Variable |
Associates |
Instances |
t |
p = | ||
M | SD | M | SD | |||
Forward Strength | .1064 | .1648 | .1750 | .2353 | 0.741 | .464 |
Backward Strength | .03393 | .09523 | .0000 | .0000 | 0.703 | .488 |
Mediated Strength | .02700 | .04417 | .01025 | .007932 | 0.746 | .461 |
Overlapping Strength | .02006 | .03621 | .03100 | .03716 | 0.923 | .363 |
Cue Set Size | 14.7143 | 5.4014 | 13.7500 | 2.9861 | 0.346 | .732 |
Cue Frequency | 35.8214 | 78.8863 | 3.7500 | 6.1847 | 0.801 | .429 |
Cue Connectivity | 1.7082 | .6703 | 1.6550 | .7862 | 0.146 | .885 |
For the slow list, we found 39 horizontal associates (e.g., fast) and 10 vertical instances (e.g., molasses, as in slow as molasses).
Variable |
Associates |
Instances |
t |
p = | ||
M | SD | M | SD | |||
Forward Strength | .06462 | .1150 | 0.08800 | .1456 | 0.543 | .590 |
Backward Strength | .01718 | .006325 | .00200 | .006325 | 0.555 | .582 |
Mediated Strength | .05667 | .1026 | .002700 | .002669 | 1.649 | .106 |
Overlapping Strength | .04191 | .08331 | .002470 | .002920 | 1.485 | .144 |
Cue Set Size | 14.9744 | 6.6638 | 14.5000 | 4.4284 | 0.246 | .807 |
Cue Frequency | 84.8974 | 254.3064 | 87.6000 | 244.0998 | 0.030 | .976 |
Cue Connectivity | 1.4869 | .5794 | 1.3480 | .5930 | 0.673 | .504 |
For the sweet list, we found 64 horizontal associates (e.g., bitter) and 15 vertical instances (e.g., honey, as in sweet as honey).
Variable |
Associates |
Instances |
t |
p = | ||
M | SD | M | SD | |||
Forward Strength | .04031 | .06829 | .1293 | .1616 | 3.353 | .001 |
Backward Strength | .01036 | .05154 | .008133 | .01854 | 0.164 | .870 |
Mediated Strength | .02334 | .03289 | .04273 | .04063 | 1.963 | .053 |
Overlapping Strength | .01014 | .01847 | .01854 | .02817 | 1.424 | .158 |
Cue Set Size | 14.9531 | 4.2255 | 14.0667 | 3.9364 | 0.740 | .461 |
Cue Frequency | 31.1094 | 79.5283 | 13.3333 | 17.6176 | 0.857 | .394 |
Cue Connectivity | 1.9345 | 0.6440 | 1.9680 | 0.7623 | 0.175 | .862 |
For the tool list, we found 6 horizontal associates (e.g., device) and 26 vertical instances (e.g., pliers).
Variable |
Associates |
Instances |
t |
p = | ||
M | SD | M | SD | |||
Forward Strength | .07167 | .06765 | .05857 | .1079 | 0.284 | .779 |
Backward Strength | .003500 | .008573 | .02032 | .07620 | 0.534 | .597 |
Mediated Strength | .002833 | .002787 | .005821 | .009557 | 0.751 | .458 |
Overlapping Strength | .01028 | .02180 | .01306 | .02717 | 0.234 | .816 |
Cue Set Size | 14.3333 | 3.1211 | 14.0000 | 4.0734 | 0.188 | .852 |
Cue Frequency | 20.83333 | 23.5832 | 23.1071 | 67.9936 | 0.080 | .937 |
Cue Connectivity | 1.8717 | 1.3555 | 1.4107 | .6637 | 1.262 | .216 |
For the aggregate list, formed by combining all 12 lists, there were 550 horizontal free associates and 252 vertical category instances.
Variable |
Associates |
Instances |
t |
p = | ||
M | SD | M | SD | |||
Forward Strength | .06755 | .1160 | .1113 | .1544 | 4.449 | .000* |
Backward Strength | .009896 | .05566 | .008312 | .03813 | 0.410 | .682 |
Mediated Strength | .02644 | .05226 | .02242 | .02600 | 1.162 | .246 |
Overlapping Strength | .01335 | .03797 | .01692 | .03714 | 1.246 | .213 |
Cue Set Size | 15.2036 | 4.9248 | 14.0000 | 4.7501 | 3.253 | .001 |
Cue Frequency | 50.9964 | 287.6857 | 17.9842 | 61.4559 | 1.806 | 0.71 |
Cue Connectivity | 1.6862 | .6759 | 1.5356 | .5908 | 3.049 | .002 |
*Note that the difference in forward associative strength actually favors instances over associates. The important point, however, is that there are no significant differences in forward, backward, mediated, or overlapping associative strength favoring associates over instances.
Again, quoting from the paper:
For this experiment, we selected the three critical targets from Experiment 1 (animal, flower, and fruit) for which the responses in the USF norms contained substantial numbers of both coordinate (e.g., zoo, petals, vegetable) and subordinate (e.g., raccoon, tulip, banana) associations. We then created new lists of coordinate and subordinate associates to these three targets that were precisely matched (all t < 1) in terms of both forward and backward associative strength. The animal and fruit lists were each 15 items long; due to limitations in the USF norms, the flower list was only 11 items long. The experimental protocol was filled out with three lists (anger, cold, and music) from the standard lists employed by Roediger & McDermott (Roediger & McDermott, 1995).
Here are the three matched lists of associates and categories used in the experiment:
"Animal" List |
|
Associates | Instances |
zoo | aardvark |
farm | raccoon |
cage | mongoose |
vet | antelope |
creature | beaver |
party | gazelle |
fur | possum |
barn | otter |
safari | moose |
wild | anteater |
kingdom | walrus |
breed | buffalo |
circus | ox |
herd | wolf |
person | lion |
Forward Strength:
Associates, M = .1780 (SD = .1647) | |
Instances, M = .1927 (SD = .05982) | |
t(28) = 0.324, p = .748 |
Backward Strength:
Associates, M = .002200 (SD = .004554) | |
Instances, M = .001467 (SD = .005680) | |
t(28) = 0.390, p = .699 |
"Flower" List |
|
Associates | Instances |
petals | tulip |
vase | orchid |
bloom | daisy |
blossom | dandelion |
seed | lily |
meadow | weed |
bunch | violet |
pistil | cactus |
petal | broccoli |
spring | clove |
basket | sage |
Forward Strength:
Associates, M = .2618 (SD = .2714) | |
Instances, M = .3282 (SD = .3478) | |
t(20) = 0.499, p = .623 |
Backward Strength:
Associates, M = .01427 (SD = .02386) | |
Instances, M = .006636 (SD = .01839) | |
t(20) = 0.841, p = .410 |
"Fruit" List |
|
Associates | Instances |
vegetable | banana |
produce | blackberry |
basket | peach |
orange juice | forbidden |
orchard | tangerine |
mixed | fig |
yogurt | tomato |
punch | raisin |
tangy | lemon |
fresh | passion |
juice | date |
market | blueberry |
peel | lime |
bowl | beet |
cobbler | zucchini |
Forward Strength:
Associates, M = .08200 (SD = .06992) | |
Instances, M = .08200 (SD = .07272) | |
t(28) = 0.000, p = 1.000 |
Backward Strength:
Associates, M = .009067 (SD = .02171) | |
Instances, M = .004333 (SD = .01678) | |
t(28) = 0.668, p = .510 |
References
Battig, W. F., & Montague, W. E. (1969). Category norms for verbal items in 56 categories: A replication and extension of the Connecticut category norms. Journal of Experimental Psychology Monograph, 80, Issue 3, Part 2.
Nelson, D. L., McEvoy, C. L., & Schrieber, T. A. (1998). The University of South Florida word association, rhyme, and word fragment norms. Available: http://www.usf.edu/FreeAssociation/.
Russell, W. A., & Jenkins, J. J. (1954). The complete Minnesota norms for responses to 100 words from the Kent-Rosanoff Word Association Test (Technical Report #11, Contract #N8 ONR 66216, Office of Naval Research). Minneapolis, Mn.: University of Minnesota.
This page last modified 04/08/10 02:58:37 PM.