what is a decision, and what’s going on in the brain? elisabeth rounis and louise whiteley the...

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What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

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Page 1: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

What is a decision, and what’s going on in the brain?

Elisabeth Rounis and Louise Whiteley

The mathematical brain:

Page 2: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

What is a decision?

DecisionShort- vs

Long-termgain

ContextRisk

Information gathering

Prior Beliefs

Value

Choosing between different options….

Page 3: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

What is involved in making decisions?

OR ?

Page 4: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Value

DecisionShort- vs. Long-term

gain

Context

Risk

Information gathering

Priors

Value

Page 5: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

What is involved in making decisions?

OR

?

Page 6: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Short- vs. Long-term gain

DecisionShort- vs Long-term

gain

Context

Risk

Information gathering

Prior Beliefs

Value

Page 7: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

What is involved in making decisions?You have:

What would you rather… OR ?

Page 8: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Context

DecisionShort- vs

Long-termgain

Context

Risk

Information gathering

Prior Beliefs

Value

Page 9: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

What is involved in making decisions?

OR

Page 10: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Risk

DecisionShort- vs

Long-termgain

ContextRisk

Information gathering

Prior Beliefs

Value

Page 11: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

What is involved in making decisions?

Healthy? Or not?

Page 12: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Information gathering

DecisionShort- vs

Long-termgain

Context

Risk

Information gathering

Prior Beliefs

Value

Page 13: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

What is involved in making decisions?

Vs.

Wartime Peacetime

Page 14: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Prior beliefs

DecisionShort- vs

Long-termgain

Context

Risk

Information gathering

Prior Beliefs

Value

Page 15: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

What is involved in making a decision?

A model that helps us understand decision making, predict behaviour, and know kind of signals to look for in the brain…

DecisionShort- vs

Long-termgain

ContextRisk

Information gathering

Prior Beliefs

Value

Page 16: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

How do we link brain, behaviour, and theory?

DecisionShort- vs

Long-termgain

Context

Risk

Information gathering

Prior Beliefs

Value

Page 17: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Do a behavioural study…Non-Dieters Dieters

What happens in the brain? What are the differences in decision between dieters

and non-dieters?

Page 18: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Brain has specialised areas that are interconnected… but what do these areas do?

Thinking, planning, moving

Feeling, recognising

Seeing

Understanding

‘Higher’ Order areas located in front…

Page 19: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

… Recording directly from brain cells (‘neurons’)

Neuron 1

Neuron 2

Aver

age

activ

ity

Time

dendrites

soma

axon

synapses

Page 20: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Functional Imaging of whole brain regions

Page 21: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

What is involved in a decision?

DecisionShort- vs

Long-termgain

ContextRisk

Information gathering

Prior Beliefs

Value

Page 22: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Information gathering

OR

Healthy? Or not?

Page 24: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Investigating information gathering in the brain

1. Think of a really simple decision

2. Find neurons in the brain that carry information important for our decision

3. Find neurons in the brain that add up this information over time

Page 25: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

1. A really simple decision…Which overall direction are the dots moving in?

0% coherence (random)

100% coherence(all in one direction)50% coherence

The more random dots there are, the longer you need to work out the direction of the non-random onesi.e. the more information you need to gather…

Page 26: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Random dots

Page 27: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Random dots… Can you see a direction?

Page 28: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Random dots… now they’re moving right!

Page 29: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

2. Neurons that care about motion… First, we need to find an area where the brain cells (neurons) carry information about the direction of motion…

Area MT neurons respond more to a ‘preferred’ direction Stimulating neurons that prefer ‘down’ produces ‘motion hallucinations’

MTac

tivity

of n

euro

ns

preferred direction

Britten et al. 2002, Huk and Shadlen 2005

Page 30: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

3. Tracking information, adding it up…

MT

LIP

Gold and Shadlen 2007

Page 31: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Video of activity in LIP

Page 32: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Video of activity in LIP

Page 33: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Video of activity in LIP

Roitman and Shadlen 2002

• Note the cell is always active but more so in the presence of the targets and as evidence accumulates

• Activity is lower if decision-maker has to choose a target that is not in the preferred direction of the cell

Page 34: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

So we’ve looked at dots, but there’s lots of other stuff in the world too - a range of brain areas track and gather

information

Page 35: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

What is involved in making decisions?

DecisionShort- vs

Long-termgain

ContextRisk

Information gathering

Prior Beliefs

Value

Page 36: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Prior Knowledge

Healthy? Or not?

What if we now find out the patient smokes 50 a day?

Page 37: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Prior Knowledge

Page 38: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Prior knowledge affects perceptionWhat colour is a banana? YELLOW!!!

If you show people lots of bananas of different shades along the blue-yellow spectrum and ask them which one is grey?

they pick a slightly blue one, because our expectation that they will be yellow influences perception

true greyjudged grey Hansen et al. 2006

Page 39: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

So what about prior beliefs in the brain?

MT

LIP• This is still under investigation!

• Some candidates have been suggested, including ‘action’ areas of the visual system

• Understanding prior beliefs in the brain might help us decide between models

SC

Page 40: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Perceptual decision making…

DecisionShort- vs

Long-termgain

Context

Risk

Information gathering

Prior Beliefs

Value

Page 41: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Information gathering

Is Wally on the right or the left hand side of the beach?

Page 42: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Adding prior information

He’s definitely next to one of the boats…

Page 43: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Next we consider the value of different options

DecisionShort- vs

Long-termgain

Context

Risk

Information gathering

Prior Beliefs

Value

Page 44: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

Any questions…?

Page 45: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

A candidate brain area…

1 target

2 targets

4 targets

DimPossible Targets Select

8 targets

Accumulation of evidence over time is lower with more targets to choose from (ie more uncertainty as to probability of target location)

SC a

ctivi

ty a

t ‘D

IM’

TimeBasso and Wurtz 1998

Let’s ‘dim’ the lights…

Page 46: What is a decision, and what’s going on in the brain? Elisabeth Rounis and Louise Whiteley The mathematical brain:

A candidate brain area…

Accumulation of evidence over time is lower with more targets to choose from (ie more uncertainty as to probability of target location)

SC a

ctivi

ty a

t ‘D

IM’

TimeBasso and Wurtz 1998

Let’s ‘dim’ the lights…

MT

LIP

SC