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Psychophysical methods & a brief intro to the nervous system Jonathan Pillow Perception (PSY 345 / NEU 325) Princeton University, Spring 2015 Lec. 3 1

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Page 1: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Psychophysical methods & a brief intro to the

nervous system

Jonathan PillowPerception (PSY 345 / NEU 325) Princeton University, Spring 2015

Lec. 3

1

Page 2: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Outline for today:

• psychophysics

• Weber-Fechner Law

• Signal Detection Theory

• basic neuroscience overview

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Page 3: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

The Dawn of Psychophysics

Gustav Fechner (1801–1887) often considered founder of experimental psychology

psychophysics

mattermind

• scientific theory of the relationship between mind and matter

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Page 4: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Fechner’s law

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Page 5: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Fechner’s law

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Page 6: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Fechner’s law

4

Page 7: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Fechner’s law

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Page 8: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Fechner’s law

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Page 9: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

The Dawn of PsychophysicsErnst Weber (1795–1878)

“Weber’s Law”

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Page 10: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

The Dawn of PsychophysicsErnst Weber (1795–1878)

“Weber’s Law”• law about how stimulus intensity relates

to detectability of stimulus changes

5

Page 11: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

The Dawn of PsychophysicsErnst Weber (1795–1878)

“Weber’s Law”• law about how stimulus intensity relates

to detectability of stimulus changes• As stimulus intensity increases,

magnitude of change must increase proportionately to remain noticeable

5

Page 12: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

The Dawn of PsychophysicsErnst Weber (1795–1878)

“Weber’s Law”• law about how stimulus intensity relates

to detectability of stimulus changes• As stimulus intensity increases,

magnitude of change must increase proportionately to remain noticeable

1 pound change in a 20 pound weightExample:

5

Page 13: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

The Dawn of PsychophysicsErnst Weber (1795–1878)

“Weber’s Law”• law about how stimulus intensity relates

to detectability of stimulus changes• As stimulus intensity increases,

magnitude of change must increase proportionately to remain noticeable

is just as detectable as

1 pound change in a 20 pound weightExample:

5

Page 14: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

The Dawn of PsychophysicsErnst Weber (1795–1878)

“Weber’s Law”• law about how stimulus intensity relates

to detectability of stimulus changes• As stimulus intensity increases,

magnitude of change must increase proportionately to remain noticeable

is just as detectable as

1 pound change in a 20 pound weightExample:

0.2 pound change in a 4 pound weight

5

Page 15: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

The Dawn of PsychophysicsErnst Weber (1795–1878)

“Weber’s Law”• law about how stimulus intensity relates

to detectability of stimulus changes• As stimulus intensity increases,

magnitude of change must increase proportionately to remain noticeable

is just as detectable as

1 pound change in a 20 pound weightExample:

0.2 pound change in a 4 pound weight

= .05

5

Page 16: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

The Dawn of PsychophysicsErnst Weber (1795–1878)

“Weber’s Law”• law about how stimulus intensity relates

to detectability of stimulus changes• As stimulus intensity increases,

magnitude of change must increase proportionately to remain noticeable

is just as detectable as

1 pound change in a 20 pound weightExample:

0.2 pound change in a 4 pound weight = .05

= .05

5

Page 17: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

The Dawn of PsychophysicsErnst Weber (1795–1878)

stimulus intensity

change in stimulus

Weber Fraction• ratio of change magnitude to stimulus magnitude that is required for detecting the change

= .05

= .05

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Page 18: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

The Dawn of PsychophysicsErnst Weber (1795–1878)

stimulus intensity

change in stimulus

Weber Fraction• ratio of change magnitude to stimulus magnitude that is required for detecting the change

Q: what’s the smallest change in a 100 pound weight could you detect? = .05

= .05

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Page 19: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

The Dawn of PsychophysicsErnst Weber (1795–1878)

Weber Fraction• ratio of change magnitude to stimulus magnitude that is required for detecting the change

Q: what’s the smallest change in a 100 pound weight could you detect? = .05

= .05

Just-Noticeable Difference (JND)• smallest magnitude change that can be detected

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Page 20: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Look at Fechner’s law again:

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Page 21: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

A little math (don’t freak out)

Fechner’s law:

perceptintensity

stimulusintensity

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Page 22: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

A little math (don’t freak out)

Fechner’s law:

differentiate both sidesperceptintensity

stimulusintensity

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Page 23: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

A little math (don’t freak out)

Fechner’s law:

differentiate both sidesperceptintensity

stimulusintensity

change in stimulusintensity

change in perceptintensity

Weber’s law:

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Page 24: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

A little math (don’t freak out)

Fechner’s law:

differentiate both sidesperceptintensity

stimulusintensity

So detectability (“how much the percept changes”) is determined by the ratio of stimulus change dR to stimulus intensity R.

change in stimulusintensity

change in perceptintensity

Weber’s law:

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Page 25: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

A little math (don’t freak out)

Fechner’s law:

differentiate both sidesperceptintensity

stimulusintensity

So detectability (“how much the percept changes”) is determined by the ratio of stimulus change dR to stimulus intensity R.

change in stimulusintensity

change in perceptintensity

Weber’s law:

(so, it’s really the same law!)9

Page 26: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

my rating: this is very deep / important!

Weber-Fechner Law

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Page 27: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Stevens’ Power Law

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Page 28: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

(my rating: “meh”)

• subjective• based on rating data• no “right” answer: just a mapping between one unknown scale (‘pain’) and another unknown scale (‘numbers’)

Stevens’ Power Law

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Page 29: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

A CB

Test yourself: at which intensity are changes most detectable?

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Page 30: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

For this stimulus/sensation relationship, which stimulus changes are most detectable?

A B C14

Page 31: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

How to measure perception?

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Page 32: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

perception - alan stocker © 2009

müller-lyer illusion

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Page 33: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

perception - alan stocker © 2009

“percept”

“percept” is internal

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Page 34: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

perception - alan stocker © 2009

xf(x)

blabla

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Page 35: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Psychophysics

• detection (yes/no)• discrimination (e.g., bigger than)• estimation (report the stimulus exactly)

All provide indirect measure of internal mental state!

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Page 36: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Detectionperfect threshold

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Page 37: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Detectionnoiseperfect threshold

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Page 38: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

psychometric function• relates physical quantity to the probability of detecting it

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Page 39: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Signal detection theory: A psychophysical theory that quantifies the response of an observer to the presentation of a signal in the presence of noise

( On board )

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Page 40: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Figure 1.16 Detecting a stimulus using the signal detection theory (SDT) approach (Part 1)

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Page 41: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Figure 1.16 Detecting a stimulus using the signal detection theory (SDT) approach (Part 2)

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Page 42: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Figure 1.17 Sensitivity to a stimulus: The separation between the distributions of response to noise alone and to signal plus noise

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Page 43: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Figure 1.18 For a fixed dʹ′, all you can do is change the pattern of your errors by shifting the response criterion

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Page 44: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Signal detection theory

§ Hit: Stimulus is presented and observer responds “Yes”

§ Miss: Stimulus is presented and observer responds “No”

§ False alarm: Stimulus is not presented and observer responds “Yes”

§ Correct rejection: Stimulus is not presented and observer responds “No”

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Page 45: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Signal Detection Theory Terms to know:

“noise” distribution: values arising when stimulus not present

“signal” distribution: values arising when signal + noise present

Type I error: rate of “false alarms”, or false positives

Type II error: rate of “misses”, or false negatives

psychometric function: describes probability of saying “I heard it” as function of stimulus intensity

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Page 46: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Brief Neuroscience Intro:

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Page 47: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

perception - alan stocker © 2009

the brain, yo

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Page 48: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

perception - alan stocker © 2009

neuron

dendrites of target neurons

axons of sensoryreceptor neurons

• membrane is polarized: voltage difference between inside and outside (neuron is like a battery)

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Page 49: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

perception - alan stocker © 2009

spikes - currency of the nervous system

depolarization: Na+ enters

action potential!

repolarization: K+ flows out

hodgkin and huxley

• channels open• current flows in• membrane becomes depolarized

Spikes - currency of the nervous system

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Page 50: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

perception - alan stocker © 2009

spike propagation

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Page 51: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

perception - alan stocker © 2009

synapse

action potential triggers release of vesicles

transmitter molecules bind to receptor

post-synaptic electrical signal

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Page 52: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

measuring neural activity

• Invasive methods- electrophysiology (electrodes)- imaging (voltage sensitive dyes)

• non-invasive methods- fMRI (functional magnetic resonance imaging)- EEG (electroencephalography)- MEG (magnetoencephalography)

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Page 53: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

You can safely ignore (for now)

• method of constant stimuli / method of adjustment• ROC curves• Fourier analysis (though we will come back to it!)• Cranial nerves (Fig 1.20)• brain anatomy (Fig 1.21, but we will come back as needed)

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Page 54: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Summary

• Weber-Fechner law• Stevens’ power law• psychophysics• psychometric function• signal detection theory: threshold, criterion, Hit/Miss, FA/CR, d’ (i.e., “d-prime”)• spikes, synapses, neurotransmitter

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Page 55: Psychophysical methods & a brief intro to the nervous systempillowlab.princeton.edu/teaching/sp2015/slides/Lec... · Psychophysical methods & a brief intro to the nervous system Jonathan

Next: Read Chapter 2

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