Abstract
We present a review of global matching models of recognition memory, describing their theoretical origins and fundamental assumptions, focusing on two defining properties: (1) recognition is based solely on familiarity due to a match of test items to memory at a global level, and (2) multiple cues are combined interactively. We evaluate the models against relevant data bearing on issues including the representation of associative information, differences in verbal and environmental context effects, list-length, list-strength, and global similarity effects, and ROC functions. Two main modifications to the models are discussed: one based on the representation of associative information, and the other based on the addition of recall-like retrieval mechanisms.
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Anderson, J. R. (1972). FRAN: A simulation model of free recall. In G. H. Bower (Ed.),The psychology of learning and motivation (Vol. 5, pp. 315–378). New York: Academic Press.
Anderson, J. R., &Bower, G. H. (1973).Human associative memory. Hillsdale, NJ: Erlbaum.
Atkinson, R. C., &Juola, J. F. (1974). Search and decision processes in recognition memory. In D. H. Krantz, R. C. Atkinson, R. D. Luce, & P. Suppes (Eds.),Contemporary developments in mathematical psychology: Vol. 1. Learning, memory, and thinking (pp. 243–293). San Francisco: W. H. Freeman.
Bain, J. D., &Humphreys, M. S. (1988). The relational context effect: Cues, meanings or configurations? In G. Davies & D. M. Thomson (Eds.),Memory in context: Context in memory (pp. 97–137). Chichester, U.K.: Wiley.
Bartlett, F. C. (1932).Remembering: A study in experimental and social psychology. Cambridge: Cambridge University Press.
Bjork, R. A., &Richardson-Klavehn, A. (1989). On the puzzling relationship between environmental context and human memory. In C. Izawa (Ed.),Current issues in cognitive processes: The Tulane Flowerree Symposium on Cognition (pp. 313–344). Hillsdale, NJ: Erlbaum.
Bower, G. H. (1972). Mental imagery and associative learning. In L. W. Gregg (Ed.),Cognition in learning and memory (pp. 51–88). New York: Wiley.
Bowles, N. L., &Glanzer, M. (1983). An analysis of interference in recognition memory.Memory & Cognition,11, 307–315.
Bransford, J. D., &Franks, J. J. (1971). The abstraction of linguistic ideas.Cognitive Psychology,2, 331–350.
Bransford, J. D., &Johnson, M. K. (1972). Contextual prerequisites for understanding: Some investigations of comprehension and recall.Journal of Verbal Learning & Verbal Behavior,11, 717–726.
Brewer, W. F., &Treyens, J. C. (1981). Role of schemata in memory for places.Cognitive Psychology,13, 207–230.
Clark, S. E. (1988).A model for classification and memory retrieval. Unpublished doctoral dissertation, Department of Psychology, Indiana University, Bloomington.
Clark, S. E. (1992). Word frequency effects in associative and item recognition.Memory & Cognition,20, 231–243.
Clark, S. E. (1995). The generation effect and the modeling of associations in memory.Memory & Cognition,23, 442–455.
Clark, S. E., &Burchett, R. E. R. (1994). Word frequency and list composition effects in associative recognition and recall.Memory & Cognition,22, 55–62.
Clark, S. E., &Hori, A. (1995). List length and overlap effects in forced-choice associative recognition.Memory & Cognition,23, 456–461.
Clark, S. E., Hori, A., &Callan, D. E. (1993). Forced-choice associative recognition: Implications for global-memory models.Journal of Experimental Psychology: Learning, Memory, & Cognition,19, 871–881.
Clark, S. E., &Shiffrin, R. M. (1987). Recognition of multiple-item probes.Memory & Cognition,15, 367–378.
Clark, S. E., &Shiffrin, R. M. (1992). Cuing effects and associative information in recognition memory.Memory & Cognition,20, 580–598.
DaPolito, F., Barker, D., &Wilant, J. (1972). The effects of contextual changes on component recognition.American Journal of Psychology,85, 431–440.
Dosher, B. A. (1984). Discriminating preexperimental (semantic) from learned (episodic) associations: A speed-accuracy study.Cognitive Psychology,16, 519–555.
Dosher, B. A., &Rosedale, G. (1991). Judgments of semantic and episodic relatedness: Common time-course and failure of segregation.Journal of Memory & Language,30, 125–160.
Dyne, A. M., Humphreys, M. S., Bain, J. D., &Pike, R. (1990). Associative interference effects in recognition and recall.Journal of Experimental Psychology: Learning, Memory, & Cognition,16, 813–824.
Eich, J. M. (1982). A composite holographic associative recall model.Psychological Review,89, 627–661.
Fernandez, A., &Glenberg, A. M. (1985). Changing environmental context does not reliably affect memory.Memory & Cognition,13, 333–345.
Gillund, G., &Shiffrin, R. M. (1984). A retrieval model for both recognition and recall.Psychological Review,91, 1–65.
Glucksberg, S., &McCloskey, M. (1981). Decisions about ignorance: Knowing that you don’t know.Journal of Experimental Psychology: Human Learning & Memory,7, 311–325.
Greene, R. L. (1990). Memory for pair frequency.Journal of Experimental Psychology: Learning, Memory, & Cognition,16, 110–116.
Gregg, V. H. (1976). Word frequency, recognition and recall. In J. Brown (Ed.),Recall and recognition (pp. 183–216). Chichester, U.K.: Wiley.
Gronlund, S. D. (1986).Multi-level storage and retrieval: An empirical investigation and theoretical analysis. Unpublished doctoral dissertation, Department of Psychology, Indiana University, Bloomington.
Gronlund, S. D., &Elam, L. E. (1994). List-length effect: Recognition accuracy and the variance of underlying distributions.Journal of Experimental Psychology: Learning, Memory, & Cognition,20, 1355–1369.
Gronlund, S. D., &Ratcliff, R. (1989). Time course of item and associative information: Implications for global memory models.Journal of Experimental Psychology: Learning, Memory, & Cognition,15, 846–858.
Gronlund, S. D., &Ratcliff, R. (1991). Analysis of the Hockley and Murdock decision model.Journal of Mathematical Psychology,35, 319–344.
Gronlund, S. D., Sheu, C.-F., &Ratcliff, R. (1990). Implementation of global memory models with software that does symbolic computation.Behavior Research Methods, Instruments, & Computers,22, 228–235.
Gronlund, S. D., &Shiffrin, R. M. (1986). Retrieval strategies in recall of natural categories and categorized lists.Journal of Experimental Psychology: Learning, Memory, & Cognition,12, 550–561.
Hasher, L., &Zacks, R. T. (1979). Automatic and effortful processes in memory.Journal of Experimental Psychology: General,108, 356–388.
Hintzman, D. L. (1984). MINERVA 2: A simulation model of human memory.Behavior Research Methods, Instruments, & Computers,16, 96–101.
Hintzman, D. L. (1986). Schema abstraction in a multiple-trace memory model.Psychological Review,93, 429–445.
Hintzman, D. L. (1988). Judgments of frequency and recognition memory in a multiple-trace memory model.Psychological Review,95, 528–551.
Hintzman, D. L., &Curran, T. (1994). Retrieval dynamics of recognition and frequency judgments: Evidence for separate processes of familiarity and recall.Journal of Memory & Language,33, 1–18.
Hintzman, D. L., Curran, T., &Oppy, B. (1992). Effects of similarity and repetition on memory: Registration without learning?Journal of Experimental Psychology: Learning, Memory, & Cognition,18, 667–680.
Hintzman, D. L., &Ludlam, G. (1980). Differential forgetting of prototypes and old instances: Simulation by an exemplar-based classification model.Memory & Cognition,8, 378–382.
Hintzman, D. L., &Waters, R. M. (1970). Recency and frequency as factors in list discrimination.Journal of Verbal Learning & Verbal Behavior,9, 218–221.
Hockley, W. E. (1991). Recognition memory for item and associative information: A comparison of forgetting rates. In W. E. Hockley & S. Lewandowsky (Eds.),Relating theory and data: Essays on human memory in honor of Bennet B. Murdock (pp. 227–248). Hillsdale, NJ: Erlbaum.
Hockley, W. E. (1992a). Item versus associative information: Further comparisons of forgetting rates.Journal of Experimental Psychology: Learning, Memory, & Cognition,18, 1321–1330.
Hockley, W. E. (1992b, November).Tests of the mirror and list-strength effects for item and associative recognition. Paper presented at the meeting of the Psychonomic Society, St. Louis.
Hockley, W. E. (1994). Reflections of the mirror effect for item and associative recognition.Memory & Cognition,22, 713–722.
Hockley, W. E., &Christi, C. (1996). Tests of the differential encoding of item and associative information.Memory & Cognition,24, 202–216.
Hockley, W. E., &Murdock, B. B. (1987). A decision model for accuracy and response latency in recognition memory.Psychological Review,94, 341–358.
Hovland, C. I., &Kurtz, K. H. (1952). Experimental studies in rote learning theory: X. Prelearning syllable familiarization and the length-difficulty relationship.Journal of Experimental Psychology,44, 31–39.
Humphreys, M. S. (1976). Relational information and the context effect in recognition memory.Memory & Cognition,4, 221–232.
Humphreys, M. S. (1978). Item and relational information: A case for context-independent retrieval.Journal of Verbal Learning & Verbal Behavior,17, 175–187.
Humphreys, M. S., &Bain, J. D. (1983). Recognition memory: A cue and information analysis.Memory & Cognition,11, 583–600.
Humphreys, M. S., Bain, J. D., &Pike, R. (1989). Different ways to cue a coherent memory system: A theory for episodic, semantic, and procedural tasks.Psychological Review,96, 208–233.
Humphreys, M. S., Pike, R., Bain, J. D., &Tehan, G. (1989). Global matching: A comparison of the SAM, MINERVA II, Matrix, and TODAM models.Journal of Mathematical Psychology,33, 36–67.
Hunt, R. R., &Einstein, G. O. (1981). Relational and item-specific information in memory.Journal of Verbal Learning & Verbal Behavior,20, 497–514.
Jacoby, L. L. (1991). A process dissociation framework: Separating automatic and intentional uses of memory.Journal of Memory & Language,30, 513–541.
Kintsch, W. (1970). Models for free recall and recognition. In D. A. Norman (Ed.),Models of human memory. New York: Academic Press.
Knapp, A. G., &Anderson, J. A. (1984). Theory of categorization based on distributed memory storage.Journal of Experimental Psychology: Learning, Memory, & Cognition,10, 616–637.
Light, L. L., &Carter-Sobell, L. (1970). Effects of changed semantic context on recognition memory.Journal of Verbal Learning & Verbal Behavior,9, 1–11.
Mandler G. (1980). Recognizing: The judgment of previous occurrence.Psychological Review,87, 252–271.
McGee, R. (1980). Imagery and recognition memory: The effects of relational organization.Memory & Cognition,8, 394–399.
McKoon, G., &Ratcliff, R. (1979). Priming in episodic and semantic memory.Journal of Verbal Learning & Verbal Behavior,18, 463–480.
Medin, D. L., &Shaffer, M. M. (1978). A context theory of classification learning.Psychological Review,85, 207–238.
Mensink, G.-J. M., &Raaijmakers, J. G. (1989). A model for contextual fluctuation.Journal of Mathematical Psychology,33, 172–186.
Metcalfe, J., &Murdock, B. B. (1981). An encoding and retrieval model of single-trial free recall.Journal of Verbal Learning & Verbal Behavior,20, 161–189.
Murdock, B. B., Jr. (1962). The serial position effect of free recall.Journal of Experimental Psychology,64, 482–488.
Murdock, B. B. (1982). A theory for the storage and retrieval of item and associative information.Psychological Review,89, 609–626.
Murdock, B. B. (1983). A distributed memory model for serial-order information.Psychological Review,90, 316–338.
Murdock, B. B. (1992). Item and associative information in a distributed memory model.Journal of Mathematical Psychology,36, 68–99.
Murdock, B. B., &Hockley, W. E. (1989). Short-term memory for associations. In G. H. Bower (Ed.),The psychology of learning and motivation: Advances in research and theory (Vol. 24, pp. 71–108). San Diego, CA: Academic Press.
Murdock, B. B., &Kahana, M. J. (1993). Analysis of the list-strength effect.Journal of Experimental Psychology: Learning, Memory, & Cognition,19, 689–697.
Murnane, K., &Phelps, M. P. (1993). A global activation approach to the effect of changes in environmental context on recognition.Journal of Experimental Psychology: Learning, Memory, & Cognition,19, 882–894.
Murnane, K., &Phelps, M. P. (1994). When does a different environmental context make a difference in recognition? A global activation model.Memory & Cognition,22, 584–590.
Murnane, K., &Shiffrin, R. M. (1991a). Interference and the representation of events in memory.Journal of Experimental Psychology: Learning, Memory, & Cognition,17, 855–874.
Murnane, K., &Shiffrin, R. M. (1991b). Word repetitions in sentence recognition.Memory & Cognition,19, 119–130.
Neely, J. H., &Durgunoglu, A. Y. (1985). Dissociative episodic and semantic priming effects in episodic recognition and lexical decision tasks.Journal of Memory & Language,24, 466–489.
Nobel, P. A., &Huber, D. E. (1993). Modeling forced-choice associative recognition through a hybrid of global recognition and cued recall. InProceedings of the 15th Annual Conference of the Cognitive Science Society (pp. 783–788). Hillsdale, NJ: Erlbaum.
Nosofsky, R. M. (1988). Exemplar-based accounts of relations between classification, recognition, and typicality.Journal of Experimental Psychology: Learning, Memory, & Cognition,14, 700–708.
Pike, R. (1984). A comparison of convolution and matrix distributed memory systems.Psychological Review,91, 281–294.
Posner, M. I., &Keele, S. W. (1970). Retention of abstract ideas.Journal of Experimental Psychology,83 (2, Pt. 1), 304–308.
Postman, L. (1962). Effects of language habits on the acquisition and retention of verbal associations.Journal of Experimental Psychology,64, 7–19.
Raaijmakers, J. G. W., &Shiffrin, R. M. (1980). SAM: A theory of probabilistic search of associative memory. In G. H. Bower (Ed.),The psychology of learning and motivation (Vol. 14, pp. 207–262). New York: Academic Press.
Raaijmakers, J. G. W., &Shiffrin, R. M. (1981). Search of associative memory.Psychological Review,88, 93–134.
Ratcliff, R., Clark, S., &Shiffrin, R. M. (1990). List-strength effect: I. Data and discussion.Journal of Experimental Psychology: Learning, Memory, & Cognition,16, 163–178.
Ratcliff, R., McKoon, G., &Tindall, M. (1994). Empirical generality of data from recognition memory receiver-operating characteristic functions and implications for the global memory models.Journal of Experimental Psychology: Learning, Memory, & Cognition,20, 763–785.
Ratcliff, R., Sheu, C.-F., &Gronlund, S. D. (1992). Testing global memory models using ROC curves.Psychological Review,99, 518–535.
Ratcliff, R., Van Zandt, T., &McKoon, G. (1995). Process dissociation, single-process theories, and recognition memory.Journal of Experimental Psychology: General,124, 352–374.
Reed, A. V. (1973, August 10). Speed-accuracy trade-off in recognition memory.Science,181, 574–576.
Robbins, D., Bray, J. F., &Irvin, J. R. (1974). Intralist contrast effects in cued recall.Journal of Experimental Psychology,103, 150–155.
Schacter, D. L., &Tulving, E. (Eds.) (1994).Memory Systems 1994. Cambridge, MA: MIT Press.
Schank, R. C., &Abelson, R. (1977).Scripts, plans, goals, and understanding. Hillsdale, NJ: Erlbaum.
Sheu, C.-F. (1992). A note on the multiple-trace memory model without simulation.Journal of Mathematical Psychology,36, 592–597.
Shiffrin, R. M., Murnane, K., Gronlund, S. D., &Roth, M. (1988). On units of storage and retrieval. In C. Izawa (Ed.),Current issues in cognitive processes: The Tulane Flowerree Symposium on Cognition (pp. 25–68). Hillsdale, NJ: Erlbaum.
Shiffrin, R. M., Ratcliff, R., &Clark, S. (1990). List-strength effect: II. Theoretical mechanisms.Journal of Experimental Psychology: Learning, Memory, & Cognition,16, 179–185.
Shiffrin, R. M., Ratcliff, R., Murnane, K., &Nobel, P. (1993). TODAM and the list-strength and list-length effects: Comment on Murdock and Kahana (1993).Journal of Experimental Psychology: Learning, Memory, & Cognition,19, 1445–1449.
Smith, S. M. (1988). Environmental context-dependent memory. In G. M. Davies & D. M. Thomson (Eds.),Memory in context: Context in memory. Chichester, U.K.: Wiley.
Smith, S. M., Glenberg, A., &Bjork, R. A. (1978). Environmental context and human memory.Memory & Cognition,6, 342–353.
Strong, E. K., Jr. (1912). The effect of length of series upon recognition memory.Psychological Review,19, 447–462.
Thomson, D. M. (1972). Context effect in recognition memory.Journal of Verbal Learning & Verbal Behavior,11, 789–793.
Thomson, D. M., &Tulving, E. (1970). Associative encoding and retrieval: Weak and strong cues.Journal of Experimental Psychology,86, 255–262.
Tulving, E. (1976). Ecphoric processes in recall and recognition. In J. Brown (Ed.),Recall and recognition. London: Wiley.
Tulving, E. (1981). Similarity relations in recognition.Journal of Verbal Learning & Verbal Behavior,20, 479–496.
Tulving, E., &Schacter, D. L. (1990, January 19). Priming and human memory systems.Science,247, 301–306.
Tulving, E., &Thomson, D. M. (1971). Retrieval processes in recognition memory: Effects of associative context.Journal of Experimental Psychology,87, 175–184.
Underwood, B. J., Runquist, W. N., &Schulz, R. W. (1959). Response learning in paired-associate lists as a function of intralist similarity.Journal of Experimental Psychology,58, 70–78.
Weber, E. (1988). Expectation and variance of item resemblance distributions in a convolution-correlation model of distributed memory.Journal of Mathematical Psychology,32, 1–43.
Yonelinas, A. P. (1994). Receiver-operating characteristics in recognition memory: Evidence for a dual-process model.Journal of Experimental Psychology: Learning, Memory, & Cognition,20, 1341–1354.
Yonelinas, A. P., Hockley, W. E., &Murdock, B. B. (1992). Tests of the list-strength effect in recognition memory.Journal of Experimental Psychology: Learning, Memory, & Cognition,18, 345–355.
Yonelinas, A. P., &Jacoby, L. L. (1994). Dissociations of processes in recognition memory: Effects of interference and response speed.Canadian Journal of Experimental Psychology,48, 516–534.
Yuille, J. C., &Paivio, A. (1967). Latency of imaginal and verbal mediators as a function of stimulus and response concreteness-imagery.Journal of Experimental Psychology,75, 540–544.
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This research was supported by National Science Foundation Grant DBS 9120911 to S.E.C. We wish to thank Doug Hintzman, Mike Humphreys, Ben Murdock, and Rich Schweickert for their valuable reviews of a lengthy manuscript, and Rich Shiffrin for helpful comments on an earlier version of the paper.
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Clark, S.E., Gronlund, S.D. Global matching models of recognition memory: How the models match the data. Psychonomic Bulletin & Review 3, 37–60 (1996). https://doi.org/10.3758/BF03210740
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DOI: https://doi.org/10.3758/BF03210740