Skip to main content
NIHPA Author Manuscripts logoLink to NIHPA Author Manuscripts
. Author manuscript; available in PMC: 2012 Nov 1.
Published in final edited form as: J Exp Child Psychol. 2011 May 26;110(3):347–361. doi: 10.1016/j.jecp.2011.04.004

Predicting sights from sounds: 6-month old infants’ intermodal numerical abilities

Lisa Feigenson a
PMCID: PMC3139716  NIHMSID: NIHMS289506  PMID: 21616502

Abstract

Although the psychophysics of infants’ non-symbolic number representations has been well studied, less is known about other characteristics of the Approximate Number System (ANS) in young children. Here, 3 experiments explored the extent to which the ANS yields abstract representations by testing infants’ ability to transfer approximate number representations across sensory modalities. These experiments showed that 6-month old infants matched the approximate number of sounds they heard to the approximate number of sights they saw, looking longer at visual arrays that numerically mis-matched a previously heard auditory sequence. This looking preference was observed when sights and sounds mismatched by 1:3 and 1:2 ratios, but not by a 2:3 ratio. These findings suggest that infants can compare numerical information obtained in different modalities using representations stored in memory. Furthermore, the acuity of 6-month old infants’ comparisons of intermodal numerical sequences appears to parallel that of their comparisons of unimodal sequences.


Why is thinking about the world as populated by quantities—from the number of people in a room to the number of dollars in our wallet—so easy and automatic? Although it was once thought that numerical abilities were not acquired until early childhood (Piaget, 1952), research of the past 30 years has shown that in fact numerical competence is present from the start of postnatal life (for reviews see Dehaene, 1997; 2009; Feigenson, Dehaene, & Spelke, 2004; Libertus & Brannon, 2009a).

Recent work has revealed several key properties of the mental system supporting these basic numerical abilities. Like those of adults and non-human animals (Cantlon, Platt, & Brannon, 2009; Feigenson et al., 2004), infants’ numerical representations exhibit a signature pattern of ratio dependence. Six-month old infants can discriminate visual arrays differing by a numerical ratio of 1:2, across a range of absolute numerosities and with non-numerical dimensions carefully controlled. However, these 6-month old infants fail to discriminate similar arrays differing by a ratio of 2:3 (Xu & Spelke, 2000; Xu, Spelke, & Goddard, 2005), showing that their numerical representations are relatively coarse. By 9 to 10 months infants succeed with a 2:3 ratio, but fail with 4:5 (Xu & Arriaga, 2007). The acuity of numerical discriminations continues to sharpen throughout childhood (Halberda & Feigenson, 2008; Piazza, Facoetti, Trussardi, Berteletti, Conte, Lucangeli, Dehaene, & Zorzi, 2010), eventually reaching the adult level of about 9:10. This evidence suggests that throughout the lifespan and across species, numerical representation is subserved by an Approximate Number System that produces noisy numerical estimates.

Besides its hallmark imprecision, a second important property of the Approximate Number System is its ability to receive input from multiple sensory modalities. For example, infants not only perform ratio-dependent numerical discriminations for visual items like dots, but also for auditory items like sequentially presented tones. Moreover, the developmental change in acuity that is observed for auditory arrays parallels that observed for visual arrays—infants discriminate auditory sequences differing by a 1:2 numerical ratio at 6 months, and a 2:3 ratio at 9 months (Lipton & Spelke, 2003; 2004). This parallel in the numerical abilities of infants presented with sights and with sounds is consistent with two interpretations. First, the Approximate Number System might ignore the sensory properties of incoming stimuli and produce truly abstract numerical representations. Alternatively, the Approximate Number System might be better described as an operation available within each modality, producing numerical representations that remain modality specific.

One way to decide between these alternatives is to ask not just whether infants can represent number in multiple modalities, but whether they can transfer numerical information from one modality to another. Early efforts to do this achieved mixed results. When 6- to 9-month old infants were shown two visual arrays containing different numbers of objects, and simultaneously heard 2–3 drumbeats, they sometimes showed a preference to look longer at the numerically matching array, but other times showed no preference or even looked longer at the non-matching array (Mix, Levine, & Huttenlocher, 1997; Moore, Benenson, Reznick, Peterson, & Kagan, 1997; Starkey, Spelke, & Gelman, 1983). However, subsequent studies using more naturalistic linkages between sights and sounds obtained more positive results. For example, 7-month old infants who saw videos of 2 and 3 human faces side by side and heard either 2 or 3 different voices played through a speaker looked longer at the video that numerically matched the audio (Jordan & Brannon, 2006). In another study, 6-month old infants were familiarized to the experience of a visual object making a sound upon impacting a surface. After this familiarization infants were shown an occluded stage, heard either 2 or 3 sounds played, then saw the stage revealed to contain either 2 or 3 objects. Infants looked longer at outcomes in which the number of objects mismatched the number of tones (Kobayashi, Hiraki, & Hasegawa, 2005; see also Kobayashi, Hiraki, Mugitani, & Hasegawa, 2004). Similar results have been obtained in other sensory modalities. Five-month old infants who were familiarized to the experience of feeling either 2 or 3 objects placed in their hands sequentially looked longer when shown an image depicting a mismatching than a matching number of objects (Féron, Gentaz, & Streri, 2006).

However, one problem with concluding from the above studies that infants possess abstract, amodal number representations is that these studies only tested infants with small numbers of items. Although the Approximate Number System is capable of representing very small numerosities such as 1, 2, or 3 (Cordes & Brannon, 2009a; Cordes, Gelman, Gallistel, & Whalen, 2001), much evidence suggests that infants often represent arrays containing 1, 2, or 3 items in terms of separate individuals rather than as an array with an approximate cardinal value (Feigenson & Carey, 2003; Feigenson, Carey, & Hauser, 2002; Feigenson et al., 2004; Xu, 2003). This would be akin to representing an array containing 3 dots as ObjectA, ObjectB, ObjectC, rather than as “exactly 3” or “approximately 3.” For this reason the above studies are consistent with infants having determined intermodal matches between individual objects and individual sounds or tactile experiences (Jordan, Clark, & Mitroff, 2010), without invoking any numerical representations at all.

One recent study does provide evidence of intermodal comparison using the Approximate Number System. Newborn infants were first familiarized to auditory sequences containing a fixed number of syllables. Following this familiarization, infants saw visual arrays depicting either of two numerosities, and again heard the fixed-number syllable sequence played repeatedly. Infants looked longer when the visual and auditory information matched than when it mismatched by a 1:3 ratio. For example, infants who heard 6 syllables looked longer at arrays containing 6 shapes than arrays containing 18, and infants who heard 18 syllables looked longer at arrays containing 18 shapes than 6. When the ratio was decreased to 1:2 (4 vs. 8 sounds/shapes), infants showed only a marginally significant preference (Izard, Sann, Spelke, & Streri, 2009). Because this study tested infants with numbers known to be outside of the 1–3 item range of individual object representation, and because infants’ intermodal matching was modulated by numerical ratio, these results offer evidence of genuinely abstract, amodal approximate number representations.

The work by Izard and colleagues raises several interesting questions. First is the question of whether the correspondence in number between visual and auditory information was computed at the level of perception, or in memory. Infants in that study saw visual items concurrently with hearing the fixed-number syllable sequence. This design (similar to that of Jordan & Brannon, 2006) meant that infants could match a currently experienced visual numerosity to a currently experienced auditory numerosity. Still unknown is whether infants can store in memory a specifically numerical representation formed in one modality and later compare it to a numerical representation formed in a different modality, similar to when hearing a number of pennies fall into an opaque jar and being able to anticipate how many pennies will be seen upon peering inside. The question is whether infants can predict how many items will be seen after a given number of sounds have been heard. Given that the utility of numerical representations is their role in computation (as when comparing the approximate number of food items in two foraging patches, or when adding or subtracting two quantities), and given that memory is required to perform such computations, it is important to determine whether infants can detect intermodal numerical correspondences not just across immediately perceived stimuli, but also across remembered stimuli.

This ability to use memory to compare numerical representations formed across different modalities has been demonstrated in adults (Barth, Kanwisher, & Spelke, 2003) and 5-year old children (Barth, LaMont, Lipton, & Spelke, 2005), who can mentally add two sequentially presented arrays of dots and compare the resultant numerosity to the numerosity of a subsequent sequence of tones. However, participants in these tasks were old enough to have had experience with symbolic number, and having access to number symbols may have played an important role in coordinating the numerical representations across modalities. Infants who are several years short of acquiring such number symbols have been shown to use memory to compare representations across modalities, but only for small arrays of 1 to 3 objects, leaving open whether infants’ success depended on numerical representations or on non-numerical representations of individual objects (Féron et al., 2006; Kobayashi et al., 2004; 2005). Therefore, it remains unknown whether children without access to number words can perform cross-modal numerical comparisons of large approximate numerosities using memory (i.e., without seeing and hearing stimuli at the same time).

Second, the psychophysical characteristics of infants’ intermodal numerical representations remain to be described. In particular, it is unknown whether infants’ numerical discriminations across modalities are worse than, better than, or the same as their discriminations within a single modality. Infants’ intermodal discriminations might be worse than (i.e., less precise than) their unimodal discriminations because there may be a cost to translating information formed from input to one sensory modality into a format that can be compared to that in a different modality. Alternatively, infants’ intermodal discriminations might be better than their unimodal discriminations, as intersensory redundancy sometimes has been observed to sharpen numerical acuity (Jordan, Suanda & Brannon, 2008; Jordan & Baker, 2010). Although previous studies documented this sharpening effect only when auditory and visual information were available concurrently, it is possible that coordinating information from multiple modalities in memory also increases representational precision. A third possibility is that infants might have the same numerical acuity whether tested across or within modalities. In order to decide between these possibilities, infants’ intermodal numerical performance should be compared to their unimodal performance (Barth et al., 2003). Izard and colleagues tested infants with two numerical ratios and found that infants robustly succeeded at matching the two numerosity pairs that differed by a 1:3 ratio (4 vs. 12 and 6 vs. 18), but only marginally succeeded at matching the pair that differed by a 1:2 ratio (4 vs. 8). It is unclear whether this performance is better or worse than would be expected under unimodal conditions, because the acuity of neonates’ unimodal numerical representations has yet to be described. Testing the intermodal numerical abilities of older infants, whose unimodal numerical abilities have been well characterized, will help to address this question.

The present series of experiments aimed to address these two challenges. The first aim was to determine whether infants can compare a memory representation of an approximate numerosity that was formed from information in one modality to a subsequent experience of an approximate numerosity in a different modality. Infants were tested in a violation-of-expectation paradigm in which they heard a given number of tones and then saw two visual outcomes: one that matched the number of tones and one that did not. Because sounds and sights were never experienced at the same time, to succeed at this task infants had to form and maintain in memory abstract representations with approximate numerical content. Second, to compare infants’ intermodal and unimodal numerical discrimination, infants were tested with a wider range of numerical ratios, including some known to be within and some known to be outside of 6-month old infants’ discrimination ranges for unimodal stimuli.

In Experiments 1–3, infants were presented with numerosities that mismatched by ratios of 1:3, 1:2, and 2:3, respectively. If 6-month old infants (who have been shown by many previous studies to successfully discriminate unimodal arrays differing by a 1:2 ratio; Brannon, Abbott, & Lutz, 2004; Lipton & Spelke, 2003; 2004; Xu, 2003; Xu & Spelke; 2000; Xu et al., 2005) here fail to discriminate intermodal arrays differing by a 1:2 ratio (as did the neonates in Izard and colleagues’ 2009 study), this would suggest that infants’ intermodal numerical representations are less precise than their unimodal representations. If 6-month old infants (who have been shown by previous studies to fail to discriminate unimodal arrays differing by a 2:3 ratio; Lipton & Spelke, 2003; 2004; Xu & Spelke, 2000; Xu et al., 2005) here succeed at discriminating intermodal numerical differences that differ by a 2:3 ratio, then this would suggest that infants’ intermodal numerical representations are more precise than their unimodal representations.

Experiment 1

Six-month old infants first were familiarized to a one-to-one pairing of objects and sounds on a computerized display. Infants saw a short movie in which two-dimensional objects appeared one by one at the top of the display. Each time an object appeared, a short “ding” played. Infants then saw the object drop to a resting position at the bottom of the screen. This familiarization gave infants the opportunity to learn that each object was paired with one sound. Importantly, the number of items shown and heard during familiarization was designed to be equidistant from the two numbers presented during the test trials (see Methods), thereby eliminating the possibility of creating familiarity or novelty biases for any particular numerosity. On the subsequent test trials infants saw the entire display occluded, heard a given number of sounds, then saw the occluder lifted to reveal a number of objects that either matched or did not match the number of sounds just heard.

It is important to note that extant studies involving cross-modal comparisons have found different indicators of success. In some cases infants looked significantly longer when the information across two modalities was congruent, but in other cases infants looked longer when it was incongruent. However, these results are not haphazard. Overall, studies that led infants to have an expectancy that later was violated (Kobayashi et al., 2004; 2005), or that relied on representations stored in memory (Féron et al., 2006), found longer looking at numerical mismatches. For example, in Kobayashi and colleagues’ study (2005), infants first heard a given number of sounds and then saw either a matched or a mismatched number of objects revealed. Infants looked longer at the numerical mismatch, as though visually seeking more information about the outcome that was inconsistent with their expectations. In contrast, studies that measured infants’ spontaneous preference to look at arrays that matched a continually looping auditory sequence (without first showing infants an event that set up any particular expectation) found longer looking when information matched across modalities (Izard et al., 2009; Jordan & Brannon, 2006). Because the present series of experiments used a violation-of-expectation procedure, the infants tested here were predicted to look longer at numerical mismatches than numerical matches.

The finest ratio with which infants have shown robust intermodal representation of approximate numerosity is 1:3 (in the studies with neonates by Izard et al., 2009). In Izard and colleagues’ study, infants were presented with concurrent auditory and visual numerical information. The present study therefore asked whether 6-month old infants can discriminate numerosities differing by a 1:3 ratio (4 vs. 12), this time using numerical representations stored in memory.

Method

Participants

Sixteen full-term infants participated (9 boys). Their mean age was 5 months, 29 days (range: 5 months, 15 days to 6 months, 14 days). All infants who were tested were included in the final analysis. Infants were recruited by telephone and by mail, and received a small gift (shirt, book, or stuffed toy) to thank them for their participation.

Design

The testing session began with four familiarization trials in which infants were given the experience of each auditory tone coinciding with a single object, without any occlusion. To make the displays interesting to infants, the objects used were yellow smiley-faces with simple black eyes and mouths, similar to the schematic faces that have been used in previous investigations of both intermodal and unimodal numerical abilities in infants (Cordes & Brannon, 2009; Izard, Dehaene-Lambertz, & Dehaene, 2008; Izard et al., 2009). Each familiarization trial contained 8 tones and 8 faces. As 8 is the arithmetic mid-point between the test values 4 and 12, this design ensured that infants did not receive more exposure to a particular numerosity prior to the test phase 1.

For the test phase, half of the infants were randomly assigned to the 4 Tones condition, in which 4 tones played sequentially while the screen was occluded. The other half of infants were assigned to the 12 Tones condition, in which 12 tones played sequentially while the screen was occluded. During the playing of the tones, no objects were visible (because the occluder covered nearly all of the screen). After the tone sequence had finished, all infants saw the occluder lifted to reveal an array containing either 4 or 12 faces (with order counterbalanced across infants). There were 8 test trials, each of which contained a tone sequence (either 4 or 12 tones, with numerosity constant for each infant) followed by the revealing of an outcome array (4 or 12 faces, each seen 4 times in alternating order by each infant).

Stimuli

Throughout the experiment the auditory stimuli were 500 ms long tones. The 8 faces shown during the familiarization phase were 1.3 cm in diameter, and the faces shown during the test phase were 2.5 cm (4-Face test outcome) and 0.92 cm (12-Face test outcome) in diameter. In this way the cumulative perimeter of the faces, a continuous dimension to which infants of this age have shown sensitivity (Clearfield & Mix, 1999) was controlled. The cumulative perimeter in the 8-Face familiarization trials (32.67 cm) was the approximate geometric midpoint (Cordes & Brannon, 2008; 2009b) between the cumulative perimeter of the 4-Face test trials (31.42 cm) and the 12-Face test trials (34.68 cm). As such, the two numerosities presented in the test phase were equally novel in terms of their cumulative perimeter.

Procedure

Infants sat in a high chair approximately 60 cm from a computer screen that was surrounded by a curtain. Parents sat approximately 60 cm behind infants and were asked not to interact with infants throughout the experimental session. The experimenter controlled the study from behind the curtain and was not visible to infants during the experiment. A concealed video camera positioned below the computer screen recorded infants’ looking behavior.

The experiment began with an attention-attracting sun image accompanied by a simple melody. As soon as infants looked at the screen, the experimenter pressed a key to begin the first familiarization trial. On each familiarization trial, the sun image disappeared and 8 smiley faces appeared one at a time from the top of the screen, with each dropping to a resting position at the bottom of the screen before the next face appeared (see Figure 1). The faces dropped at a variable rate averaging 2 per second (4 ms elapsed from the start of the familiarization trial to the landing of the last smiley face). The appearance of each face was accompanied by a tone. In the familiarization trials only, all 8 faces remained visible and unmoving at the bottom of the screen (their landing positions varied slightly among the 4 familiarization trials) until either infants looked away from the screen for 2 continuous seconds, or infants had looked at the screen for a total of 60 seconds. Either of these occurrences was signaled by an experienced observer who watched the live video of the testing session in an adjacent room. When a trial ended, the observer pressed a key to signal the experimenter in the testing room. In between each trial the attention-attracting sun image appeared to re-fixate infants’ gaze.

Figure 1.

Figure 1

(a) Sample familiarization trial from Experiment 1. (b) Sample test trial from Experiment 1.

The 4 familiarization trials were followed by 8 test trials (see Figure 1). Each test trial began with a black screen. After 2 sec, a 15.9 × 23.4 cm grey occluding rectangle entered from the top, covering the entire screen except for 8.2 cm on the right and left, such that infants could not see smiley faces appear at the top nor land at the bottom. Immediately after the occluder was in place a series of either 4 or 12 tones was played at a variable rate, averaging 2 per second. The total time elapsed on the 4-Face test trial from the start of the first sound until the occluder was raised was 2.1 sec, and the total time elapsed on the 12-Face test trial was 6.7 sec. The duration of the familiarization sequence was 4 seconds, the approximate midpoint between these two test durations. In this way, the durations of the two test events were equally novel relative to that seen during familiarization.

After the last tone had played, the occluder lifted to reveal the test outcome, which alternated between 4 and 12 faces. The faces were static at the bottom of the screen, arranged in a random-looking placement that differed from trial to trial. The faces remained visible until either infants looked away from the screen for 2 continuous seconds, or infants had looked for a total of 60 seconds.

Infants’ looking times were recorded live by the observer in the adjacent room, and all trials were later re-scored for reliability. Both the original observer and the observer who re-scored the testing session were blind to the experimental condition in which infants were tested. Their reliability averaged 95% across all trials. Any trial that was greater than 3 standard deviations from the group average was excluded from analysis, along with its yoked pair, and was replaced with the mean of all other infants’ looking on that trial (e.g., if an infant’s looking on the first Number Mismatch test trial differed from the group average by more than 3 SDs, then both that trial and the same infant’ first Number Match trial were replaced with the group average). Two out of 128 test trials were replaced in this way.

Results

Although infants’ looking during the 4 familiarization trials was recorded, because these trials were designed only to familiarize infants with the pairing of a tone with each face, and because all 4 familiarization trials were identical, no specific predictions were made about looking on these trials (either in absolute terms or compared to looking during the test trials). For this reason infants’ familiarization looking times are not reported for any of the experiments in this series.

Infants’ average looking during the test trials is illustrated in Figure 2. A repeated-measures ANOVA with Tone Number (whether infants heard 4 or 12 tones) and Test Order (whether infants saw 4 or 12 faces revealed on the first test trial) as the between-subjects factors, and Face Number (whether infants saw 4 or 12 faces revealed) and Test Pair (whether it was the first, second, third, or fourth test pair) as the within-subjects factors yielded an interaction between Tone Number and Face Number, F(1,12) = 7.19, p = .02, η2 p, = .38, revealing that infants’ preference for outcomes containing 4 or 12 faces depended on whether they had just heard 4 or 12 tones. This effect was further explored with a planned paired t-test comparing infants’ average looking on trials on which the number of tones mismatched the number of faces (Number Mismatch trials: 6.91 sec) to their looking on trials on which the number of tones matched the number of faces (Number Match trials: 4.98 sec). Infants looked significantly longer at the Number MisMatch trials, t(15) = −2.707, p = .016.

Figure 2.

Figure 2

Infants’ looking times on numerical Match and MisMatch trials in Experiment 1.

This preference to look longer when the number of tones mismatched the number of faces differed somewhat across the four test pairs, as revealed by a three-way interaction between Tone Number, Face Number, and Test Pair, F(3,36) = 2.90, p = .048, η2 p, = .20. This reflected the fact that although infants looked longer at the Number Mismatch than the Number Match trials on all 4 test pairs, this effect was the weakest on the third test pair. No other main effects or interactions were observed.

The results of Experiment 1 suggest that 6-month old infants’ numerical representations are sufficiently abstract to allow them to use information presented in one sensory modality in order to predict what would occur in a different modality. Specifically, infants used the number of sequentially presented tones they heard to predict the number of simultaneously presented faces they would see. This resulted in infants looking longer at visual arrays that differed by a 1:3 numerical ratio from a just-experienced auditory sequence. Hence infants can match approximate numerosities across sensory modalities, even when auditory and visual information are not concurrently available.

Infants’ success in Experiment 1 raises the question of how precise infants’ intermodal approximate number representations are. Six-month old infants have been shown to discriminate 1:2 numerical ratios within a single sensory modality (Lipton & Spelke, 2003; 2004; Xu, 2003; Xu & Spelke, 2000; Xu et al., 2005), but the one previous study testing infants’ intermodal representations of large numerosities found that neonates were only marginally successful at discriminating 1:2 ratios (Izard et al., 2009). It is unclear whether this marginal success was caused by the fact that these infants were considerably younger than the 6-month old infants whose 1:2 discrimination success has been well documented (e.g., Jordan et al., 2008; Libertus & Brannon, 2010; Lipton & Spelke, 2003; 2004; Xu, 2003; Xu & Spelke, 2000; Xu et al., 2005), or by the intermodal nature of the task. Therefore, Experiment 2 asked whether 6-month old infants also can succeed at discriminating 1:2 ratios when using memory to compare approximate numbers of sights and sounds.

Experiment 2

In Experiment 2, 6-month old infants were tested using methods identical to those of Experiment 1, except that numerical mismatches instantiated a 1:2 ratio.

Method

Participants

Sixteen full-term infants participated (10 boys). Their mean age was 5 months, 26 days (range: 5 months, 15 days to 6 months, 10 days). One additional infant was excluded due to fussiness.

Design and Stimuli

As in Experiment 1, infants first were presented with familiarization trials designed to provide exposure to one-to-one pairings of objects and sounds. All familiarization trials contained 6 sequentially presented smiley faces, each paired with an identical tone. As in Experiment 1, the number of familiarization faces was chosen to be mid-way between the numerosities shown during the test phase (4 and 8), thereby making the test outcomes equally numerically novel relative to the familiarization arrays. The faces dropped at the same rate as in Experiment 1, averaging 2 per second, and were 1.3 cm in diameter.

In the test phase all infants saw the majority of the screen occluded. Half of the infants then heard a sequence of 4 tones and half heard 8 tones, played at the same rate as in familiarization. All infants then saw the occluder lift to reveal 4 and 8 smiley faces, presented on alternating test trials with order counterbalanced across infants. The faces were either 1.7 cm (4-Face test outcome) or 1.1 cm (8-Face test outcome) in diameter. Hence the cumulative perimeter of the 6-Face familiarization trials was 24.50 cm, the approximate geometric midpoint between the cumulative perimeter seen in the 4-Face test trials (21.36cm) and the 8-Face test trials (27.66 cm). In this way, the cumulative perimeters contained in the 4-Face and 8-Face test outcomes were equally novel relative to the cumulative perimeter seen during familiarization. As in Experiment 1, there were 8 total test trials.

As in Experiment 1, any trial that was greater than 3 SDs from the group average was excluded from analysis, along with its yoked pair, and replaced with the mean of all of the other infants’ looking on that trial. Two out of 128 test trials were replaced in this way.

Procedure

The procedure was identical to that of Experiment 1. Reliability between the two observers, both blind to experimental condition, averaged 95% across all trials.

Results

Infants’ average looking during the test trials is illustrated in Figure 3. A repeated-measures ANOVA with Tone Number (whether infants heard 4 or 8 tones) and Test Order (whether infants saw 4 or 8 faces revealed on the first test trial) as the between-subjects factors, and Face Number (whether infants saw 4 or 8 faces revealed) and Test Pair (whether it was the first, second, third, or fourth test pair) as the within-subjects factors yielded a main effect of Test Pair, F(3,36) = 5.49, p = .003, η2 p, = .31. This resulted from infants looking longer overall on the first test pair than at the other three test pairs, independent of the number of faces shown. Critically, the ANOVA also revealed an interaction between Tone Number and Face Number, F(1,12) = 7.59, p = .017, η2 p, = .39, suggesting that as in Experiment 1, infants’ preference for outcomes containing 4 or 8 faces depended on whether they had just heard 4 or 8 tones. This effect was further explored with a planned paired t-test comparing infants’ average looking on trials on which the number of tones differed from the number of faces (Number Mismatch trials: 4.75 sec) to their looking on trials on which the number of tones matched the number of faces (Number Match trials: 3.46 sec). Infants looked significantly longer at the Number MisMatch trials, t(15) = −2.29, p = .037. No other main effects or interactions were observed.

Figure 3.

Figure 3

Infants’ looking times on numerical Match and MisMatch trials in Experiment 2.

The results of Experiment 2 replicate and extend those of Experiment 1. Here, infants looked longer at visual arrays that differed by a 1:2 ratio from the number of tones heard moments earlier. This result is consistent with infants’ previously demonstrated success at discriminating 1:2 numerical ratios within either the auditory or the visual modality, and suggests that infants’ acuity for detecting intermodal numerical correspondences is at least as good as their acuity for detecting within-modality correspondences, even when required to use memory to evaluate the numerical correspondence.

This success raises the question of how infants would perform with an intermodal numerical discrimination with which they have been shown to fail when presented with stimuli from a single modality. On the one hand, infants’ thresholds within a single sensory modality might limit their abilities when presented with cross-modal experiences such as those in Experiments 1 and 2. If so, then infants should fail to detect intermodal mismatches that instantiate anything finer than a 1:2 ratio. Alternatively, infants might be able to perform finer numerical discriminations when comparing information across modalities. Jordan and colleagues found that 6-month old infants successfully discriminated arrays differing by a 2:3 ratio when presented with synchronous visual and auditory information (a ball that made a noise each time it bounced), but not when presented with visual information only (a ball bouncing silently) or with visual information and non-numerical auditory information (a ball bouncing while classical music played) (Jordan et al., 2008). This suggests that intermodal redundancy can sharpen numerical performance, perhaps because generating multiple noisy mental representations of a given numerosity decreases the overall variance associated with the representation of that numerosity (Jordan et al., 2008). However, it is unclear whether the same kind of sharpening should be observed in the present experimental design. Here, although both visual and auditory information were presented to infants, they were not presented synchronously.

Experiment 3

In Experiment 3 6-month old infants were tested using methods identical to those of Experiments 1 and 2, except that numerical mismatches instantiated a 2:3 ratio.

Method

Participants

Sixteen full-term infants participated (10 boys). Their mean age was 5 months, 29 days (range: 5 months, 15 days to 6 months, 10 days). All infants tested were included in the final analysis.

Design and Stimuli

All familiarization trials contained 5 faces (mid-way between the test outcomes of 4 and 6), each paired with an identical tone. The faces dropped at the same rate as in Experiments 1 and 2, and were 1.5 cm in diameter.

In the test phase half of the infants heard a sequence of 4 tones and half heard 6 tones, played at the same rate as in familiarization. All infants then saw the occluder lift to reveal 4 and 6 smiley faces, on alternating test trials with order counterbalanced across infants. The faces were either 1.73 cm (4-Face test outcome) or 1.39cm (6-Face test outcome) in diameter. Hence the cumulative perimeter of the 5-Face familiarization trials was 23.56 cm, the approximate geometric midpoint between the cumulative perimeter seen in the 4-Face test trials (21.74 cm) and the 6-Face test trials (26.20 cm). As in Experiments 1 and 2, there were 8 total test trials.

As in Experiments 1 and 2, any trial that was greater than 3 standard deviations from the group average was excluded from analysis, along with its yoked pair, and replaced with the mean of all of the other infants’ looking on that trial. Two out of 128 test trials were replaced in this way. Two additional test trials (a yoked pair) were replaced with the group mean due to a technical error during those trials.

Procedure

The procedure was identical to that of Experiments 1 and 2. Reliability between the two observers, both blind to experimental condition, averaged 96% across all trials.

Results

Infants’ average looking during the test trials is illustrated in Figure 4. A repeated-measures ANOVA with Tone Number (whether infants heard 4 or 6 tones) and Test Order (whether infants saw 4 or 6 faces revealed on the first test trial) as the between-subjects factors, and Face Number (whether infants saw 4 or 6 faces revealed) and Test Pair (whether it was the first, second, third, or fourth test pair) as the within-subjects factors first yielded a main effect of Test Pair, F(3,36) = 6.56, p = .001, η2 p, = .35. This resulted from infants looking longer overall on the first test pair than at the other three test pairs, independent of the number of faces shown. No other main effects or interactions were observed. Most importantly, there was no interaction between Tone Number and Face Number, F(1,12) = 2.03, p = .18, revealing that, unlike in Experiments 1 and 2, infants’ preference to look at test outcomes containing 4 or 6 faces was unrelated to whether they had just heard 4 or 6 tones.

Figure 4.

Figure 4

Infants’ looking times on numerical Match and MisMatch trials in Experiment 3.

This failure of 6-month old infants to discriminate between intermodal arrays that differed by a 2:3 ratio parallels performance of infants of the same age tested with unimodal stimuli (Lipton & Spelke, 2003; 2004; Xu & Spelke, 2000; Xu et al., 2005). This suggests that when auditory and visual information are asynchronous, infants’ intermodal numerical comparisons are no more accurate than their unimodal comparisons. However, to gain further confirmatory evidence that infants do not show success with intermodal arrays in the face of failure with unimodal arrays, a separate group of 16 infants was tested with an even more difficult, 4:5 numerical ratio. Previous work has found that even older, 9–10 month old infants fail to discriminate 4:5 ratios with unimodal arrays that are either auditory (Lipton & Spelke, 2003) or visual (Xu & Arriaga, 2007). A separate group of infants first heard either 4 or 5 tones played, then saw 4 and 5 faces revealed on alternating test trials. Analysis of infants’ looking times again revealed no significant preference to look longer at either the numerically matching or mismatching test outcomes 2 (Figure 4), further strengthening the conclusion that receiving numerical information from two modalities does not sharpen infants’ discrimination abilities when auditory and visual signals are not presented concurrently.

General Discussion

The present experiments aimed to address two outstanding questions regarding the abstractness of infants’ numerical representations. The first question was whether infants can compare approximate numerical representations formed from auditory input to numerical representations formed from visual input when forced to rely on memory. Previous work investigating infants’ intermodal representations either tested approximate number but did not require memory (Izard et al., 2009), or required memory but did not isolate approximate numerical representations (Féron et al., 2006; Jordan & Brannon, 2006; Kobayashi et al., 2004; 2005). Infants in the present experiments heard and saw stimuli at different times, thereby requiring the use of memory, and were presented with numerosities beyond the limits of individual object representation, thereby requiring approximate number representations. These infants were able to discriminate arrays in which the number of sounds just heard matched the number of sights currently seen from arrays in which auditory and visual numerosities mismatched. This suggests that numerical representations stored in working memory can support intermodal comparison, allowing infants to compare numerosities experienced in one sensory modality (e.g., audition) to numerosities experienced in another (e.g., vision).

The conclusion that infants were comparing auditory and visual arrays on the basis of numerosity, as opposed to some non-numerical attribute of the arrays, is supported by findings that even though infants are sensitive to various measures of continuous extent (Brannon, Lutz, & Cordes, 2006; Clearfield & Mix, 1999; 2001; Cordes & Brannon, 2008; 2009b; Feigenson, Carey, & Spelke, 2002), they not only succeed at representing numerosity when extent is tightly controlled (e.g., Brannon et al., 2004; Cordes & Brannon, 2009b; Lipton & Spelke, 2003; 2004; Xu & Spelke, 2000; Xu et al., 2007), but also seem to respond preferentially to number over extent, at least for large arrays (Brannon et al., 2004; Cordes & Brannon, 2008; 2009b). In the current studies, infants saw test arrays that were controlled for cumulative perimeter, such that their looking patterns could not have reflected a preference to match larger numbers of tones with greater cumulative extent. However, this design meant that numerosity was negatively correlated with the perimeter of the individual faces. That is, the more faces revealed at test, the smaller each face. This leaves open the possibility that infants who heard greater numbers of tones did not expect greater numbers of objects to be revealed, but rather expected smaller objects to be revealed.

Although the present data do not rule out this interpretation, it seems unlikely for several reasons. First, in the one previous study of cross-modal transfer of approximate number representations, infants looked longer at arrays with numerically matching than mismatching numbers of sounds, even though both test arrays had equal individual item sizes (Izard et al., 2009). In that study the length of individual tones in the auditory sequence correlated negatively with number (i.e., sequences containing more tones also contained shorter tones). It is possible that infants in Izard’s study matched larger numbers of visual objects to shorter tones, and that infants in the present experiments matched larger numbers of tones to smaller objects. Such an interpretation would be reminiscent of the observation that very young infants sometimes appear motivated to maintain an optimal level of overall arousal across sensory modalities, preferring to look at a dimmer light when presented with auditory stimulation and at a brighter light in the absence of auditory stimulation (Lewkowicz & Turkewitz, 1980; 1981). However, this tendency to respond to cumulative stimulus intensity appears to diminish with age, such that by the time infants are 6 months old they respond to more specific aspects of the stimuli (Lewkowicz, 1994)—for example, they match intermodal sequences on the basis of temporal properties independent of total intensity (Mendelson & Ferland, 1982). Furthermore, it is unclear why infants would attempt to sum stimulus intensity on the basis of a discrete aspect of the auditory stimulus (number of tones) and a continuous aspect of the visual stimulus (cumulative perimeter of the faces), rather than attending to either discrete or continuous aspects of both stimuli. For these reasons, intensity matching seems unlikely to explain infants’ success in the present experiments and those of Izard and colleagues (2009). Second, infants have been shown to spontaneously transfer associations learned for area to number. In these previous experiments infants spontaneously mapped larger object areas to larger numerosities (Lourenco & Longo, 2010). This makes it seem unlikely that infants in the present experiments would expect larger numbers of tones to pair with smaller individual objects (or smaller numbers of tones to pair with larger individual objects). For these reasons, the present data suggest that infants matched numerosities experienced through audition with numerosities experienced through vision.

The second question motivating the present research was whether the psychophysical function describing infants’ intermodal numerical performance parallels that of their unimodal performance, as it did for the adults observed by Barth et al. (2003). Experiments 1–3 revealed that infants who were presented with intermodal events succeeded with the same ratios, and also failed with the same ratios, as infants presented with sights or sounds alone (Lipton & Spelke, 2003; 2004; Xu & Spelke, 2000; Xu et al., 2005). The conclusion that infants’ intermodal numerical comparisons are no more or less precise than their unimodal comparisons should be tempered by the observation that the present experiments tested infants with stimuli that were somewhat different from those used in previous investigations. Although some other studies of infants’ approximate number representations also used socially relevant stimuli like faces (Cordes & Brannon, 2009; Izard et al., 2008. 2009), many other experiments that focused on the psychophysics of infants’ number representations presented simple, non-social shapes (e.g., Xu, 2003; Xu & Spelke; 2000; Xu et al., 2005; Xu & Arriaga, 2007). Future research therefore should investigate whether infants’ numerical representations are equally precise across a wider range of stimuli. However, at present, the results of the current experiments suggest that infants perform similarly with intermodal and unimodal numerical discriminations. Coupled with the earlier finding that 6-month old infants who experience highly synchronized auditory and visual information experience a sharpening of their approximate number representations (Jordan et al., 2008), the present results suggest that a tight temporal link between events in two or more modalities may be required in order to increase numerical acuity beyond what is observed for unimodal stimuli. This conclusion is consistent with the recent observation of a benefit to early avian learning only when visual and auditory information were temporally synchronous, and not when they were presented in immediate alternation (Jaime, Bahrick, & Lickliter, 2010).

Taken together, these results add to the single existing published experiment demonstrating intermodal numerical comparison in the large number range by infants. In this way, the findings further highlight the abstract nature of preverbal representations of quantity. Rather than capturing modality-specific quantity information, representations formed by the Approximate Number System appear to signal information about items that can be seen, heard, or touched. This independence from any particular sensory modality may be instrumental in allowing children later to construct representations of symbolic numbers (Gilmore, McCarthy, & Spelke, 2007; 2010)—representations that allow us to think and communicate about quantities unbounded by the limits of immediate perception.

Figure 5.

Figure 5

Infants’ looking times on numerical Match and MisMatch trials when tested with a 4:5 numerical ratio.

Acknowledgments

This work was supported by National Institute of Child Health and Human Development Award HD057258. The author thanks Andrea Stevenson, Nathan George, Dominic Gibson, Karen Ho, Jessica Koski, Tiffany Williamson, and Michael Yuan for assistance with data collection.

Footnotes

1

Previous results differ on whether the arithmetic mean (Droit-Volet, Clement, & Fayol, 2003) or the geometric mean (Beran, Johnson-Pynn, Ready, 2008; Jordan & Brannon, 2006) is the point of subjective equality between two nonverbal number representations in children. Here the arithmetic mean was used to determine familiarization numerosities. In Experiments 2 and 3, the arithmetic mean was also the closest whole number to the geometric mean. This was not the case in Experiment 1, where the arithmetic mean was geometrically closer to 12 than to 4. However, if the familiarization numerosity (8) had affected infants’ looking preferences during the test trials, this would be revealed by a preference for one of the two test numerosities (e.g., a preference for 4), regardless of the number of sounds infants had just heard. That this was not the observed pattern suggests that the numerosity presented during familiarization did not determine infants’ looking preferences. However, given the abundance of evidence for ratio-dependent numerical discrimination performance in infants (for review see Libertus & Brannon, 2009), it will be prudent to consider the geometric mean rather than the arithmetic mean to be the point of subjective equality in future investigations of infants’ numerical competence.

2

Interaction between Tone Number and Face Number, F(1,12) = 1.47, p = .25.

References

  1. Barth H, Kanwisher N, Spelke ES. The construction of large number representations in adults. Cognition. 2003;86:201–221. doi: 10.1016/s0010-0277(02)00178-6. [DOI] [PubMed] [Google Scholar]
  2. Barth H, LaMont K, Lipton J, Spelke ES. Abstract number and arithmetic in preschool children. Proceedings of the National Academy of Sciences. 2005;102(39):14116–14121. doi: 10.1073/pnas.0505512102. [DOI] [PMC free article] [PubMed] [Google Scholar]
  3. Beran MJ, Johnson-Pynn JS, Ready C. Quantity representation in children and rhesus monkeys: Linear versus logarithmic scales. Journal of Experimental Child Psychology. 2008;100:225–233. doi: 10.1016/j.jecp.2007.10.003. [DOI] [PMC free article] [PubMed] [Google Scholar]
  4. Brannon EM, Abbott S, Lutz DJ. Number bias for the discrimination of large visual sets in infancy. Cognition. 2004;93:B59–B68. doi: 10.1016/j.cognition.2004.01.004. [DOI] [PubMed] [Google Scholar]
  5. Brannon EM, Lutz D, Cordes S. The development of area discrimination and its implications for number representation in infancy. Developmental Science. 2006;9(6):F59–F64. doi: 10.1111/j.1467-7687.2006.00530.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
  6. Cantlon JF, Platt ML, Brannon EM. Beyond the number domain. Trends in Cognitive Sciences. 2009;13(2):83–91. doi: 10.1016/j.tics.2008.11.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
  7. Clearfield MW, Mix KS. Number versus contour length in infants’ discimination of small visual sets. Psychological Science. 1999;10(5):408–411. [Google Scholar]
  8. Clearfield MW, Mix KS. Amount versus number: Infants’ use of area and contour length to discriminate small sets. Journal of Cognition and Development. 2001;2(3):243–260. [Google Scholar]
  9. Cordes S, Gelman R, Gallistel CR, Whalen Variability signatures distinguish verbal from nonverbal counting for both large and small numbers. Psychonomic Bulletin and Review. 2001;8(4):698–707. doi: 10.3758/bf03196206. [DOI] [PubMed] [Google Scholar]
  10. Cordes S, Brannon EM. The difficulties of representing continuous extent in infancy: Using number is just easier. Child Development. 2008;79(2):476–489. doi: 10.1111/j.1467-8624.2007.01137.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
  11. Cordes S, Brannon EM. Crossing the divide: Infants discriminate small from large numerosities. Developmental Psychology. 2009a;45(6):1583–1594. doi: 10.1037/a0015666. [DOI] [PMC free article] [PubMed] [Google Scholar]
  12. Cordes S, Brannon EM. The relative salience of discrete and continuous quantity in young infants. Developmental Science. 2009b;12(3):453–463. doi: 10.1111/j.1467-7687.2008.00781.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
  13. Dehaene S. Origins of mathematical intuitions: The case of arithmetic. Annual New York Academy of Science. 2009;1156:232–259. doi: 10.1111/j.1749-6632.2009.04469.x. [DOI] [PubMed] [Google Scholar]
  14. Droit-Valet S, Clement A, Fayol M. Time and number discrimination in a bisection task with a sequence of stimuli: A developmental approach. Journal of Experimental Child Psychology. 2003;84:63–76. doi: 10.1016/s0022-0965(02)00180-7. [DOI] [PubMed] [Google Scholar]
  15. Feigenson L, Carey S. Tracking individuals via object-files: Evidence from infants’ manual search. Developmental Science. 2003;6(5):568–584. [Google Scholar]
  16. Feigenson L, Carey S, Hauser M. The representations underlying infants’ choice of more: Object-files versus analog magnitudes. Psychological Science. 2002;13:150–156. doi: 10.1111/1467-9280.00427. [DOI] [PubMed] [Google Scholar]
  17. Feigenson L, Carey S, Spelke E. Infants’ discrimination of number vs. continuous extent. Cognitive Psychology. 2002;44:33–66. doi: 10.1006/cogp.2001.0760. [DOI] [PubMed] [Google Scholar]
  18. Feigenson L, Dehaene S, Spelke ES. Core systems of number. Trends in Cognitive Sciences. 2004;8(7):307–314. doi: 10.1016/j.tics.2004.05.002. [DOI] [PubMed] [Google Scholar]
  19. Féron J, Gentaz E, Streri A. Evidence of amodal representation of small numbers across visuo-tactile modalities in 5-month-old infants. Cognitive Development. 2006;21:81–92. [Google Scholar]
  20. Gilmore CK, McCarthy SE, Spelke ES. Symbolic arithmetic knowledge without instruction. Nature. 2007;447:589–591. doi: 10.1038/nature05850. [DOI] [PubMed] [Google Scholar]
  21. Gilmore CK, McCarthy SE, Spelke ES. Non-symbolic arithmetic abilities and mathematics achievement in the first year of formal schooling. Cognition. 2010;115:394–406. doi: 10.1016/j.cognition.2010.02.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
  22. Halberda J, Feigenson L. Developmental change in the acuity of the “Number Sense”: The approximate number system in 3-, 4-, 5-, 6-year-olds and adults. Developmental Psychology. 2008;44(5):1457–1465. doi: 10.1037/a0012682. [DOI] [PubMed] [Google Scholar]
  23. Izard V, Dehaene-Lambertz G, Dehaene S. Distinct cerebral pathways for object identity and number in human infants. PLoS Biology. 2008;6(2):275–285. doi: 10.1371/journal.pbio.0060011. [DOI] [PMC free article] [PubMed] [Google Scholar]
  24. Izard V, Sann C, Spelke ES, Streri A. Newborn infants perceive abstract numbers. Proceedings of the National Academy of Sciences. 2009;106(25):10382–10385. doi: 10.1073/pnas.0812142106. [DOI] [PMC free article] [PubMed] [Google Scholar]
  25. Jaime M, Bahrick L, Lickliter R. The critical role of temporal synchrony in the salience of intersensory redundancy during prenatal development. Infancy. 2010;15(1):61–82. doi: 10.1111/j.1532-7078.2009.00008.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
  26. Jordan KE, Brannon EM. The multisensory representation of number in infancy. Proceedings of the National Academy of Sciences. 2006;103(9):3486–3489. doi: 10.1073/pnas.0508107103. [DOI] [PMC free article] [PubMed] [Google Scholar]
  27. Jordan KE, Brannon EM. A common representational system governed by Weber’s Law: Nonverbal numerical similarity judgments in 6-year olds and rhesus macaques. Journal of Experimental Child Psychology. 2006;95(3):215–229. doi: 10.1016/j.jecp.2006.05.004. [DOI] [PubMed] [Google Scholar]
  28. Jordan KE, Baker J. Multisensory information boosts numerical matching abilities in young children. Developmental Science. 2010:1–9. doi: 10.1111/j.1467-7687.2010.00966.x. [DOI] [PubMed] [Google Scholar]
  29. Jordan KE, Suanda SH, Brannon EM. Intersensory redundancy accelerates preverbal numerical competence. Cognition. 2008;108:210–221. doi: 10.1016/j.cognition.2007.12.001. [DOI] [PMC free article] [PubMed] [Google Scholar]
  30. Jordan KE, Clark K, Mitroff SR. See an object, hear an object file: Object correspondence transcends sensory modality. Visual Cognition. 2010;18(4):492–503. [Google Scholar]
  31. Kobayashi T, Hiraki K, Mugitani R, Hasegawa T. Baby arithmetic: One object plus one tone. Cognition. 2004;91:B23–B34. doi: 10.1016/j.cognition.2003.09.004. [DOI] [PubMed] [Google Scholar]
  32. Kobayashi T, Hiraki K, Hasegawa T. Auditory-visual intermodal matching of small numerosities in 6-month-old infants. Developmental Science. 2005;8(5):409–419. doi: 10.1111/j.1467-7687.2005.00429.x. [DOI] [PubMed] [Google Scholar]
  33. Lewkowicz DJ. Development of intersensory perception in human infants. In: Lewkowicz DJ, Lickliter R, editors. The development of intersensory perception: Comparative Perspectives. Hillsdale, NJ: Erlbaum; 1994. pp. 165–203. [Google Scholar]
  34. Lewkowicz DJ, Turkewitz G. Cross-modal equivalence in early infancy: Auditory- visual intensity matching. Developmental Psychology. 1980;16:597–607. [Google Scholar]
  35. Lewkowicz DJ, Turkewitz G. Intersensory interaction in newborns: Modification of visual preferences following exposure to sound. Child Development. 1981;52:827–832. [PubMed] [Google Scholar]
  36. Libertus ME, Brannon EM. Behavioral and neural basis of number sense in infancy. Current Directions in Psychological Science. 2009a;18:346–351. doi: 10.1111/j.1467-8721.2009.01665.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
  37. Libertus ME, Brannon EM. Stable individual differences in number discrimination in infancy. Developmental Science. 2010;13(6):900–906. doi: 10.1111/j.1467-7687.2009.00948.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
  38. Lipton JS, Spelke ES. Origins of number sense: Large-number discrimination in human infants. Psychological Science. 2003;14:396–401. doi: 10.1111/1467-9280.01453. [DOI] [PubMed] [Google Scholar]
  39. Lipton JS, Spelke ES. Discrimination of large and small numerosities by human infants. Infancy. 2004;5:271–290. [Google Scholar]
  40. Lourenco SF, Longo MR. General magnitude representation in human infants. Psychological Science. 2010;21:873–881. doi: 10.1177/0956797610370158. [DOI] [PMC free article] [PubMed] [Google Scholar]
  41. Mendelson MJ, Ferland MB. Auditory-visual transfer in four-month-old infants. Child Development. 1982;53:1022–1027. [PubMed] [Google Scholar]
  42. Mix KS, Huttenlocher J, Levine SC. Quantitative development in infancy and early childhood. New York: Oxford University Press; 2002. [Google Scholar]
  43. Mix KS, Levine SC, Huttenlocher J. Numerical abstraction in infants: Another look. Developmental Psychology. 1997;33(3):423–428. doi: 10.1037//0012-1649.33.3.423. [DOI] [PubMed] [Google Scholar]
  44. Moore D, Benenson J, Reznick JS, Peterson M, Kagan J. Effect of auditory numerical information on infants’ looking behavior: Contradictory evidence. Developmental Psychology. 1987;23(5):665–670. [Google Scholar]
  45. Piaget J. The child’s conception of number. New York: Norton; 1952. [Google Scholar]
  46. Piazza M, Facoetti A, Trussardi AN, Berteletti I, Conte S, Lucangeli D, Dehaene S, Zorzi M. Developmental trajectory of number acuity reveals a severe impairment in developmental dyscalculia. Cognition. 2010;116(1):33–41. doi: 10.1016/j.cognition.2010.03.012. [DOI] [PubMed] [Google Scholar]
  47. Starkey P, Spelke ES, Gelman R. Detection of intermodal numerical correspondences by human infants. Science. 1983;222(4620):179–181. doi: 10.1126/science.6623069. [DOI] [PubMed] [Google Scholar]
  48. Xu F. Numerosity discrimination in infants: Evidence for two systems of representations. Cognition. 2003;89(1):B15–B25. doi: 10.1016/s0010-0277(03)00050-7. [DOI] [PubMed] [Google Scholar]
  49. Xu F, Arriaga RI. Number discrimination in 10-month old infants. British Journal of Developmental Psychology. 2007;25:103–108. [Google Scholar]
  50. Xu F, Spelke ES. Large number discrimination in 6-month old infants. Cognition. 2000;74:B1–B11. doi: 10.1016/s0010-0277(99)00066-9. [DOI] [PubMed] [Google Scholar]
  51. Xu F, Spelke ES, Goddard S. Number sense in human infants. Developmental Science. 2005;8:88–101. doi: 10.1111/j.1467-7687.2005.00395.x. [DOI] [PubMed] [Google Scholar]

RESOURCES