Neuroscience of Decision Making Sam uel McClure Psycholog y - - PowerPoint PPT Presentation
Neuroscience of Decision Making Sam uel McClure Psycholog y - - PowerPoint PPT Presentation
Neuroscience of Decision Making Sam uel McClure Psycholog y Departm ent 1 5 May 2 0 0 8 The Ultim atum Gam e $ 1 0 to divide between two players Proposer chooses a division Receiver can either Accept: both receive
The Ultim atum Gam e
- $ 1 0 to divide between two players
- “Proposer” chooses a division
- “Receiver” can either
– Accept: both receive proposed am ounts – Reject: both receive nothing
- How m uch should the Proposer offer?
The Trolley Problem
8 5 %
The Footbridge Problem
1 2 %
Intertem poral choice
- Choice involving rewards available at
different tim e delays
Example
W ould you rather have $ 1 0 today or $ 1 1 tom orrow? W ould you rather have $ 1 0 in a year or $ 1 1 in a year and a day?
Can behavior be captured by form al m odels?
The astonishing hypothesis
- “You, your joys and your sorrows, your
m em ories and your am bitions, your sense
- f personal identity and free will, are in
fact no m ore than the behavior of a vast assem bly of nerve cells and their associated m olecules” (Crick)
- W ith m echanistic / com putational m odels
- f the brain we m ay be able to derive
laws of behavior
Introduction to the brain
- Approxim ately 1 0 0 billion neurons
- Each with up to 1 0 ,0 0 0 connections
with other neurons
- Most com plicated com putation device
known in the universe
- Com m unication via electrical im pulses
and propag ated by chem ical synapses
Brain Recording Methods
Brain Stim ulation Reward
A neural substrate that replaces external reward
Midbrain dopam ine system
Single-unit Recording
- Encode a
reward prediction error
- For a stim ulus
that predicts reward, dopam ine f i ring indicates value
- f reward
(Schultz et al., 1 9 9 7 )
Role for the prefrontal cortex
- Greatly expanded in people com pared to other anim als
- Supports higher cognitive processes (working m em ory)
- Critical for decision-m aking (e.g. shopping experim ent)
Recording hum an brain activity: Functional Mag netic Resonance Im ag ing
- Allows m easurem ent of brain
activity at the scale of individual brain structures (m m )
- Tem poral resolution is on the
- rder of m any cognitive processes
(sec)
- Non-invasive
→ For the f i rst tim e we can m easure close to the root cause of decision m aking
Hypothesis
Dopam ine-related reward system s discount reward at a higher rate than does the prefrontal cortex. tim e discount value prefrontal cortex DA-related system s 0 .0 1 .0
2 s 12 s Free Response
d d'-d (R'-R)/R ∈ { Today, 2 weeks, 1 month } ∈ { 2 weeks, 1 month } ∈ {1%, 3%, 5%, 10%, 15%, 25%, 35%, 50%}
10
T13
A
d = Today d = 2 weeks d = 1 month
B
VStr MOFC MPFC PCC % Signal Change
- 0.2
0.0 0.2 0.4 Time (s)
- 4
4 8
z = -4mm
MOFC
y = 8mm
VStr
x = 4mm
MPFC PCC
Reg ions that respond preferentially to im m ediately available rewards
x = 44mm x = 0mm
d = Today d = 2 weeks d = 1 month
A B
10
T13
VCtx PMA RPar DLPFC VLPFC LOFC Time (s)
- 4
4 8 % Signal Change 0.0 0.4 0.8 1.2 RPar DLPFC LOFC VCtx PMA SMA
Reg ions that respond equally to rewards at all delays
Choose Early Choose Late 0.0
- 0.05
0.05 dopamine prefrontal Normalized Signal Change
Relative activity by choice
Contrast Value
2 0 1 0 0 4 0 6 0
Accept Reject
Unfair Offers
Prefrontal Cortex Insular Cortex
Am ygdala and the Ultim atum Gam e
Sanfey et al. (2 0 0 3 )
Medial Frontal Cortex Dorsolateral Prefrontal Cortex (PFC) Angular Gyrus Posterior Cingulate/ Precuneus
fMRI Results
Greene et al. (2001)
Moral Personal Dilem m as Moral Im personal Dilem m as Non-m oral Dilem m as Emotional Areas “Cognitive” Areas
Brain Activity
VMPFC and m orality
People are utilitarian without VMPFC
Transcranial Mag netic Stim ulation (TMS)
Stim ulating DLPFC increases acceptance of unfair offers in the Ultim atum Gam e
1 6 /4 offers
Are people generally rational?
- “Autom atic” brain responses
create biases and heuristics that are probably g enerally correct
- W e also have a prefrontal cortex