Mathematics and the brain
Stanislas Dehaene
www.unicog.org
Collège de France, Paris
INSERM-CEA Cognitive Neuroimaging Unit,
NeuroSpin center, CEA, Saclay, France
© Kumi Yamashita
What is mathematics?
A corpus of absolute truths, independent of the human mind :« I believe that mathematical reality lies outside us, that our function is to discover or observe it, and that the theorems which we prove, and which we describe grandiloquently as our “creations,” are simply our notes of our observations » (Hardy)
A creation of the human brain :« Mathematical objects correspond to physical states of our brain » (Changeux)
A mystery : « The unreasonable effectiveness in the natural sciences. » (Wigner)« How is it possible that mathematics, a product of human thought that is independent of experience, fits so excellently the objects of physical reality? » (Einstein)
In particular, we all possess a number sense, a specific capacity to
represent the approximate cardinal of a set, and to combine these
numbers according to arithmetic operations.
We recycle this system for higher-level mathematics.
In mathematics, we formalize these intuitions using a hierarchy of
symbols and the combinations (a language of thought)
Yet these symbols always maintain a tight connection to the
underlying non-symbolic “core semantic systems”.
During its evolution, our brain was endowed with elementary
representations of space, time and number, that we share with
many animal species and lie at the foundation of mathematical
intuition.
The number sense hypothesis:
The origins of mathematicsin the evolution of the human brain
Number: a spontaneous competence in many animals
Monkeys, lions, dolphins, rats… exhibit a spontaneous competence for assessing and comparing numbers.
- Food items- Social groups
McComb, K., Packer, C., & Pusey, A. (1994). Roaring and numerical assessment in contests between groups of female lions, Panthera leo. Animal Behaviour, 47, 379-387.
…infants look longer at suchimpossible events
Core knowledge of arithmetic in infants
Babies of a few month of age discriminatenumbers and react to violations of the laws of
arithmetic and probability.
K. McCrink, K. Wynn, L. Bonatti, F. Xu, E. Spelke…
When 5 +5 does not make 10….
Number neurons in the macaque monkey(Nieder, Freedman & Miller, 2002; Nieder & Miller, 2003, 2004, 2005; Roitman, Brannon & Platt, 2007)
Macaque monkeys can decidewhether two numerosities are
same or different.
homo Sapiens
Proportion
Their intraparietal cortex contains neurons tuned to
number.
( lo g s c a le )
0
2 5
5 0
7 5
1 0 0
0
2 5
5 0
7 5
1 0 0
0
2 5
5 0
7 5
1 0 0
No
r ma
liz
ed
res
po
ns
e(
%)
0
2 5
5 0
7 5
1 0 0
0
2 5
5 0
7 5
1 0 0
1 2 3 4 5
Neuronal tuning curves
Neuron preferring 1
Neuron preferring 2
Neuron preferring 3
Neuron preferring 4
Neuron preferring 5
Number of items
1 2 84 16…
Internal logarithmic scale : log(n)
Log-Gaussian model of number sense :Approximate number is represented by a bank of neural
filters, with Gaussian tuning curves on a logarithmetic scale
Decoding numerosity from intraparietal fMRI signalsEger, Michel, Thirion, Amadon, Dehaene & Kleinschmidt, Current Biology 2009
Scan with high-res fMRI (1.5 mm voxels at 3T)
+
Memorizethe approximate number
Decode the numberfrom brain activity
0,10
0,15
0,20
0,25
0,30
0,35
0,40
0,45
0,50
0 5 10 15 20 25 30
Age (years)
Inte
rna
l w
Numerical uncertainty improves with age and education
dyscalculics
normals
Number sense gets refinedwith age and education
Piazza, Zorzi, Dehaene et al., Cognition 2010
Which number is larger ?
The Distance Effect in number comparison(first discovered by Moyer and Landauer, 1967)
52
84
31
99
larger or
smaller
than 65 ?
smaller larger 500
550
600
650
700
750
800
850
900
30 40 50 60 70 80 90 100
Dehaene, S., Dupoux, E., & Mehler, J. (1990). Journal of Experimental Psychology: Human Perception and Performance, 16, 626-641.
Response time
Target number
0
0,2
0,4
0,6
0,8
% activation
Increasing distance between the numbers
500
550
600
650
700
RT
Neural bases of the distance effect
in symbolic number comparison
99
84
59
66
Larger
or smaller
than 65 ?
smaller larger
Z=48
Pinel, P., Dehaene, S., Riviere, D., & LeBihan, D. (2001). Neuroimage, 14(5), 1013-1026.
Number sense and the horizontal segment of the intraparietal sulcus (HIPS)
z = 44 x = 39x = - 48
Left hemisphere Right hemisphere
50 %
22 %
z = 49
HIPS
Axial slice
Dehaene, S., Piazza, M., Pinel, P., & Cohen, L. (2003). Cognitive Neuropsychology
• All numerical tasks activate this region(e.g. addition, subtraction, comparison, approximation, digit detection…)
• This region fulfils two criteria for a semantic-level representation:-It responds to number in various formats (Arabic digits, written or spoken words), more than to other categories of objects (e.g. letters, colors, animals…)-Its activation varies according to a semantic metric (numerical distance, number size)
Studies of the Mundurucu:Arithmetic and geometry in the absence
of formal mathematical education
• Pica, Lemer, Izard, & Dehaene, Science, 2004
• Dehaene, Izard, Pica & Spelke, Science, 2006
• Dehaene, Izard, Spelke & Pica, Science, 2008
• Izard, Pica, Spelke & Dehaene, PNAS, 2011
Brésil
Transamazonian
highway
Rio Tapajos
Rio JuruenaRio Cururu
Rio Teles Pires
Missão Velha
Jacareacanga
Rio das tropas
KatõSai Cinza
40
km
Success in approximate addition and comparison
Pica, Lemer, Izard, & Dehaene, Science, 2004
All Munduruku
French subjects
Distance between numbers(Ratio of n1+n2 and n3)
Percent success
1 2 3 4
0.5
0.6
0.7
0.8
0.9
1
Failure in
exact subtraction of
small quantities
Pica, Lemer, Izard, & Dehaene, Science, 2004
Magnitude of n1
Percent success
2 4 6 8
0.2
0.4
0.6
0.8
1
All Munduruku
French subjects
Brain networks for high-level mathematics in professional mathematicians
Amalric & Dehaene, PNAS 2016
Subjects = Professional mathematicians (n=15) Comparison with professors of humanities of matched academic standing, but without
mathematical training (n=15).
Main task = perform a fast intuitive judgment on spoken statements (classify them as true, false, or meaningless)
+ Calculation localizer : « please compute seven minus three » vs hearing control sentences.
+ Visual localizer : one-back task with various categories of stimuli:
Sentence presentation
Reflectionperiod
Motor response
Resting period
1 s mean = 4.6 ± 0.9 s 4 s 2 s 7 s
Alertingsound
Alertingsound
Brain areas for mathematical expertise in mathematicians :ventrolateral temporal, intraparietal, and dorsal prefrontal cortices
Meaningfulmath > non-math in
mathematicians
Contrast Math > non-Mathrestricted to meaningful stimuli, during reflection period
Even
t-re
late
d a
vera
ge
L IPS[-52 -43 56]
L fusiform[-52 -56 -15]
R fusiform[55 -52 -18]
R IPS[55 -35 56]
time (s)
statement statement
statement statement
L BA 44d[-46 6 31]
Interaction: Meaningful math > meaningful non- math in Mathematicians > Controls
The math-network activation is found only in mathematicians
z = -16 z = 51
Meaningfulmath > Non-Math in mathematicians
L intraparietal
0 5 10 15 20-2
-1.5
-1
-0.5
0
0.5
1
1.5
0 5 10 15 20-2
-1.5
-1
-0.5
0
0.5
1
1.5
Mathematicians Controls
L inferior temporal
0 5 10 15 20
-1
-0.5
0
0.5
1
0 5 10 15 20
-1
-0.5
0
0.5
1
Mathematicians Controls
Left pSTS/AG [-53 -67 27] Right pSTS/AG [58 -65 28]
Mathematicians Controls Mathematicians Controls
% bold
Left MTG [-62 -12 -20] Right MTG [64 -7 -21]
Mathematicians Controls Mathematicians Controls
Meaningful math > non-mathin mathematicians
Meaningful non-math > mathin both groups
AnalysisAlgebraTopologyGeometryNon-math
Activation to meaningful sentences in:
General semantic knowledge activates areas completely different from those involved in mathematical thinking
Controversy over the language of mathematics
Galileo: « This book [the universe] is written in the mathematical language, and the symbols are triangles, circles and other geometrical figures, without whose help it is impossible to comprehend a single word of it. »How does mathematical language relate to natural language?
According to Noam Chomsky, “the origin of the mathematical capacity lies in an abstraction from linguistic operations”.
According to Albert Einstein (and many other physicists and mathematicians), « words and language, whether written or spoken, do not seem to play any part in my thought processes. The psychological entities that serve as building blocks for my thought are certain signs or images, more or less clear, that I can reproduce and recombine at will.»
Neuronal recycling model: During its evolution, our brain was endowed with non-verbal representations of space, time andnumber, that we share with many animal species.In mathematics, we formalize these intuitions using a hierarchy ofsymbols, yet these symbols remain attached to the underlying non-verbal “core semantic systems”.
Language and math areas are distinct
1
2
3
4
56
7
AnalysisAlgebraTopologyGeometryNon-math
0 5 10 15 20
-1
0
1
2
3
statement
Temporal pole0 5 10 15 20
-3-2-101234567
statement
Anterior temporal
Language areas are only transiently activated during sentence presentation
Meaningful math > non-mathin mathematicians
Meaningful non-math > mathin both groups
Math “recycles” the cortical networks for number recognition and calculation.
z = 52z = -14
Math > Non-math reflection
Numbers > Other pictures
Calculation > Sentence processing
Intersection
Parietal areas for number sense
(Dehaene et al 2003)
The visual number form area
(Shum, Hermes, Parvizi)
y = -53
z = -17
Checkers Faces Bodies Tools Houses Formulas Numbers Words
z = -17
y = -53
Mathematicians Controls
MathematiciansControls
Increased activation to mathematical expressionsin the left inferior temporal gyrus (-53, -64, -17)
Chk Fac Bod Too Hou For Num Wor0
2
4
Response at [-52.5, -64, -17]
Gmath
Gnonmath
z = -17
Expansion of responses to numbers and formulas in mathematicians
Motivation circuits are activated during the sentence listening period
Sentence presentation
Reflectionperiod
Motor response
Resting period
1 s mean = 4.6 ± 0.9 s 4 s 2 s 7 s
Alertingsound
Alertingsound
Activation of the head of the caudate nucleus, involved in motivation and execution attention, only for the preferred domain : math in mathematicans, non-math in controls
Can mathematical networks developin the absence of any visual experience?
Saunderson, Lucasian professor of mathematics
Is visual experience essential to the development of mathematical or numerical concepts ?
Remarkably, there are actually many examples of blind mathematicians in the history of mathematics:- Leonhard Euler was blind during the two last decades of his life.- Nicholas Saunderson became blind in his first year and yet became the Lucasian professor of Mathematics at Cambridge.
Do they acquire mathematics in a completely different manner?
We studied 3 blind mathematicians, one of whom has demonstrated a remarkable theorem in contact geometry.
Amalric, Denghien and Dehaene, Developmental Cognitive Neuroscience, 2017
Sighted group
Blind group
y = -54
y = -58
Experiment 2. Activations to simpler mathematical statements
Blind subject A: became blind between 3 and 10, teaches
number theory and geometry at a major French university
Recycling of occipital cortex in blind mathematicians
Experiment 1
Math > non-math in Blind > Sighted
Experiment 2
y = -84 y = -90y = -94y = -99
y = -84 y = -90y = -94y = -90
Conclusions:Blind mathematicians use similar brain areas as sighted mathematicians – and these activations again spare language areas.They also activate occipital areas, suggesting the recycling of this region for higher-level cognitive functions.The math network can develop independently of visual experience.
Blind subject B: became blind at 11; top-level mathematician,
demonstrated a major theorem in contact geometry
Blind subject C: anophtalmic; research engineer in a French computer science lab
Conclusions: On the origins of human mathematical abilities
Mathematics is a language, but that language does not appeal to classical language areas of the brain.
Mathematics builds upon ancient, non-linguistic foundations :core knowledge of number, but also of continuous quantities, space, time…shared with many other animal species.
Such core knowledge can emerge in the absence of any visual experience, and developmental evidence suggests that the corresponding brain circuits are available from birth.
Hypothesis: Humans are special in their ability to1. Discretize representations using symbols
(e.g. moving from approximate to exact representations of number)2. Combine these representations productively in a language of thought
Education: Mathematical games are helpful when they are grounded in foundational representations (number, space) and help cement the links with the appropriate symbols.
Arithmetic board games teach math in kindergarten
TheNumberRace.comteaches number sense and counting
www.TheNumberRace.com
TheNumberCatcher.comteaches base 10 and 2-digit numbers
www.TheNumberCatcher.com
Research shows that playing simple board games improves number comprehensionand helps at-risk children progress in arithmetic.