SlideShare uma empresa Scribd logo
1 de 60
Baixar para ler offline
Week 2
Neural basis of consciousness:
Introduction to the research methods
Prof Nao Tsuchiya
Twitter: @conscious_tlab
Email: naotsugu.tsuchiya@monash.edu
Facebook: Naotsugu Tsuchiya
Recap of Wk 1
Golden circle - Why - How - What
Why, how and what of consciousness research
NCC, the Hard problem, Integrated information theory
Phenomenology-Experimental Data-Theory
A bit of basics: anatomy, neurons
Learning Objectives
How can we characterize our phenomenology
Introduction to psychophysical methods
How can we measure neural activity in the brain?
What is the source of the neural activity?
Chapter 2 QFC
How can we characterize phenomenology?
1. Introspect your own phenomenology
2. Report on your introspection with various methods
a. Verbal reports
b. Written reports
c. Button presses
d. Other voluntary behavioral measures (e.g., eye
movements, hand adjustments, pointing, …)
e. Experiential sampling
Intro to psychophysics
How can we characterize phenomenology?
Intro to psychophysics
Introspection Reports
Pros
Cons
How can we characterize phenomenology?
Intro to psychophysics
Introspection Reports
Pros Can approach conscious
experience most directly
Cons Introspection itself can alter
experience.
Unclear whether we can do
science on it
How can we characterize phenomenology?
Intro to psychophysics
Introspection Reports
Pros Can approach conscious
experience most directly
Easy to quantify
Can do science rigorously
Cons Introspection itself can alter
experience.
Unclear whether we can do
science on it
Cannot exhaust
experience. Lead to a
wrong attitude
How can we characterize phenomenology?
Intro to psychophysics
How can we characterize phenomenology?
Upon seeing the following image,
What are your introspection?
What can you report?
How can we characterize phenomenology?
Upon seeing the following image,
What are your introspection?
What can you report?
Repeat the image and think about this again.
What’s the role of expectation? Attention? Eye position?
How can we characterize phenomenology?
Intro to psychophysics
Experience vs. Reports will be featured in subsequent
lectures on
No-report paradigms
Massive report paradigms
How can we characterize phenomenology?
1. (Through reasonable interpretation of reports) we can
study phenomenology of
a. Other adult human beings
i. In normal conditions
ii. In altered states
b. Patients with brain regions
c. Children, babies, mammals, …
Intro to psychophysics
Introspection practice
Let’s go back to Motion Induced Blindness (MIB) illusion
(Bonneh et al 2001 Nature)
Link
https://www.youtube.com/watch?v=Hfrb94mKCJw
https://www.youtube.com/watch?v=EI-bIfC4rVM (Link to
ADHD?)
Intro to psychophysics
During your own experience of MIB…
What is your criterion of reporting “not seeing”?
Are the yellow dots unequivocally either clearly visible vs.
clearly invisible? Is there nothing in between?
Introspect, observe.
Please write any of your observation in Discussion Forum
in Moodle!
Intro to psychophysics
During your own experience of MIB…
Important methodological (and philosophical) issues:
Is your experience all or none?
Is consciousness graded?
How is your report of “seeing X” and “not seeing X” is
related to your “criterion”?
MIB is a bit complicated (same stimuli, different conscious
experience). So let’s look at a simpler case.
Intro to psychophysics
Simpler phenomenology: backward masking
Intro to psychophysics
Del Cul et al 2007 PLoS Comp Bio
Simpler phenomenology: backward masking
Intro to psychophysics
Simpler phenomenology: backward masking
https://www.youtube.com/watch?v=Si1nTnZIGI0
SOA : Stimulus Onset Asynchrony
Intro to psychophysics
Simpler phenomenology: backward masking
https://www.youtube.com/watch?v=Si1nTnZIGI0
Please try out our experiment : https://mili2nd.co/hdub.
Post anything that you observed and thought about in
Discussion Forum!
Intro to psychophysics
How can we quantify conscious “seeing”?
Introspectively, can you express all of your experiential quality
by just “Yes I saw X” vs. “No I did not see”?
If not, can we exhaust all experiential quality by adding
confidence rating?
How should researchers interpret “Yes I saw X with
confidence of 1 out of 4” vs. “No I did not see X with
confidence 2 out of 4”?
Intro to psychophysics
A rescue: Signal detection theory
Are we reporting “not seeing X”
Because we actually did not saw it? (issue of sensitivity)
Because not really confident to say that seeing X? (Issue
of criterion)
Important to consider to understand papers on non-conscious
/ implicit perception, reports from patients and animals.
Intro to psychophysics
An introduction to signal detection theory
Intro to psychophysics
Stimulus
present
Stimulus absent
Response
“I saw it!”
Respond
“I didn’t see it!”
An introduction to signal detection theory
Intro to psychophysics
Stimulus
present
Stimulus absent
Response
“I saw it!”
Hit
Respond
“I didn’t see it!”
Miss
An introduction to signal detection theory
Intro to psychophysics
Stimulus
present
Stimulus absent
Response
“I saw it!”
Hit False alarm
Respond
“I didn’t see it!”
Miss Correct
rejection
A potential model: signal detection model
Intro to psychophysics
Stimulus present
Stimulus absent
An introduction to signal detection theory
Intro to psychophysics
An introduction to signal detection theory
Intro to psychophysics
An introduction to signal detection theory
Intro to psychophysics
An introduction to signal detection theory
Intro to psychophysics
Receiver Operating Characteristics
An introduction to signal detection theory
Intro to psychophysics
Receiver Operating Characteristics
An introduction to signal detection theory
Intro to psychophysics
Receiver Operating Characteristics
An introduction to signal detection theory
Intro to psychophysics
Receiver Operating Characteristics
An introduction to signal detection theory
Intro to psychophysics
In practice, how can we estimate ROC?
Different criterion : Reward, Instruction, Probability of stimulus
present vs absent, Usage of confidence rating.
This is a bit more involved. Will be explained in later lectures
https://www.youtube.com/watch?v=BHkw9_GWPJA&list=TLP
QMjgwNzIwMjDcfZszMuGcnA&index=1
https://www.youtube.com/watch?v=UHEiWws8t-g&list=TLPQ
MjgwNzIwMjDcfZszMuGcnA&index=2
Intro to psychophysics
Summary
Conscious phenomenology is most directly accessible to
introspection. Introspection is a good and necessary start of
consciousness research.
Translating phenomenology to report is a challenge for
consciousness research, but we are making progress.
Signal detection theory is a powerful framework to objectively
quantify and separate discriminability and criterion.
Measuring neural activity in the brain is….
...Very very complicated.
In Wk 2, we will glance at the minimal knowledge necessary
to understand the papers featured in Tutorials in Week 2.
Measuring neural activity
Measuring neural activity in the brain
Measuring neural activity
Measuring neural activity
Cell body
Axon
Dendrite
Synapse
Excitatory vs Inhibitory
Spike/firing
Source of neural activity
Cortical
layers
Measuring neural activity
Source of neural activity
Cortical
layers
Measuring neural activity
Source of neural activity
Electroencephalogram - EEG
Measuring neural activity
Cortical surface
Skull (and other things)
Skin
Electroencephalogram - EEG
Measuring neural activity
Magnetoencephalography - MEG
Measuring neural activity
Intracranial EEG - ElectroCorticoGraphy
Measuring neural activity
ECoG
Intracranial EEG - Depth Recording
Measuring neural activity
Comparison of EEG, ECoG, Depth recording
Measuring neural activity
Buzsaki et al 2012 Nat Rev neuro
Local field potentials (LFP) & neural activity
Measuring neural activityBuzsaki et al 2012 Nat Rev neuro
EEG, LFP and single unit recording
Measuring neural activity
Single unit recording
(~action potential,
spikes, firing, …)
LFP and single unit recording
Measuring neural activity
functional Magnetic Resonance Imaging
fMRI
Blood Oxygenation-Level Dependent (BOLD) signal
--- relationship between BOLD, synaptic inputs, spiking output
are highly complex
Measuring neural activity
Owen et al
2006 Science
Measuring neural activity
BOLD, LFP (synaptic inputs), Spikes
Measuring neural activityLogothetis et al 2001 Nature
Stimulus present
Time (s)
BOLD, LFP (synaptic inputs), Spikes
Measuring neural activityLogothetis et al 2001 Nature
Stimulus present
Time (s)
Summary
Neural activity can be measured as EEG, MEG, ECoG, LFP.
All of these are electrical summation of a population of neural
activity (single unit, spiking, firing) with some filtering /
smoothing / blurring due to the tissue properties.
fMRI is non-invasive, but highly complex. Most likely reflects
inputs to the area than outputs from the area.
Measuring neural activity
Putting everything together
Measuring neural activity
Sejnowski et al 2014 Nat
Neuro
Putting everything together
Measuring neural activity
Sejnowski et al 2014 Nat
Neuro

Mais conteúdo relacionado

Mais procurados

Spinal Epidural Abscess
Spinal Epidural Abscess Spinal Epidural Abscess
Spinal Epidural Abscess Ade Wijaya
 
Post stroke hemispatial neglect syndrome
Post  stroke  hemispatial  neglect  syndromePost  stroke  hemispatial  neglect  syndrome
Post stroke hemispatial neglect syndromeSumayyahMusa2
 
A review of eeg recording techniques
A review of eeg recording techniquesA review of eeg recording techniques
A review of eeg recording techniquesiaemedu
 
Disorder of lower cranial nerves
Disorder of lower cranial nervesDisorder of lower cranial nerves
Disorder of lower cranial nervesA T M Hasibul Hasan
 
6 valutazione del deterioramento cognitivo
6 valutazione del deterioramento cognitivo6 valutazione del deterioramento cognitivo
6 valutazione del deterioramento cognitivoSara Palermo
 
Sensory motor processing in planning and execution of movement
Sensory motor processing in planning and execution of movementSensory motor processing in planning and execution of movement
Sensory motor processing in planning and execution of movementSubhadeep Dutta Gupta
 
Epidural and subdural abscess
Epidural and subdural abscessEpidural and subdural abscess
Epidural and subdural abscessAlexander Bardis
 
lo sviluppo percettivo e attentivo
 lo sviluppo percettivo e attentivo lo sviluppo percettivo e attentivo
lo sviluppo percettivo e attentivoimartini
 
Epilepsy and Headaches
Epilepsy and HeadachesEpilepsy and Headaches
Epilepsy and Headachesjgreenberger
 
Botulinum Toxin in Neurology
Botulinum Toxin in Neurology Botulinum Toxin in Neurology
Botulinum Toxin in Neurology Ade Wijaya
 
Neurobiology of consciousness and its disorders
Neurobiology of consciousness and its  disordersNeurobiology of consciousness and its  disorders
Neurobiology of consciousness and its disordersNeurologyKota
 
EMG artifact presentation
EMG artifact presentationEMG artifact presentation
EMG artifact presentationMohamed Nasser
 
LEWY BODY DEMENTIA
LEWY BODY DEMENTIA LEWY BODY DEMENTIA
LEWY BODY DEMENTIA Hena Jawaid
 
Autismo e d.p
Autismo e d.pAutismo e d.p
Autismo e d.pimartini
 
Mental function examination
Mental function examinationMental function examination
Mental function examinationPS Deb
 
POLYSOMNOGRAPHY & EEG ACTIVATION METHODS
POLYSOMNOGRAPHY & EEG ACTIVATION METHODSPOLYSOMNOGRAPHY & EEG ACTIVATION METHODS
POLYSOMNOGRAPHY & EEG ACTIVATION METHODSNeurologyKota
 

Mais procurados (20)

Spinal Epidural Abscess
Spinal Epidural Abscess Spinal Epidural Abscess
Spinal Epidural Abscess
 
Post stroke hemispatial neglect syndrome
Post  stroke  hemispatial  neglect  syndromePost  stroke  hemispatial  neglect  syndrome
Post stroke hemispatial neglect syndrome
 
A review of eeg recording techniques
A review of eeg recording techniquesA review of eeg recording techniques
A review of eeg recording techniques
 
Disorder of lower cranial nerves
Disorder of lower cranial nervesDisorder of lower cranial nerves
Disorder of lower cranial nerves
 
Dementia
DementiaDementia
Dementia
 
Abc valutazione neuropsicologica
Abc valutazione neuropsicologicaAbc valutazione neuropsicologica
Abc valutazione neuropsicologica
 
6 valutazione del deterioramento cognitivo
6 valutazione del deterioramento cognitivo6 valutazione del deterioramento cognitivo
6 valutazione del deterioramento cognitivo
 
Epilepogenesis
EpilepogenesisEpilepogenesis
Epilepogenesis
 
Sensory motor processing in planning and execution of movement
Sensory motor processing in planning and execution of movementSensory motor processing in planning and execution of movement
Sensory motor processing in planning and execution of movement
 
Epidural and subdural abscess
Epidural and subdural abscessEpidural and subdural abscess
Epidural and subdural abscess
 
lo sviluppo percettivo e attentivo
 lo sviluppo percettivo e attentivo lo sviluppo percettivo e attentivo
lo sviluppo percettivo e attentivo
 
Epilepsy and Headaches
Epilepsy and HeadachesEpilepsy and Headaches
Epilepsy and Headaches
 
Botulinum Toxin in Neurology
Botulinum Toxin in Neurology Botulinum Toxin in Neurology
Botulinum Toxin in Neurology
 
Neurobiology of consciousness and its disorders
Neurobiology of consciousness and its  disordersNeurobiology of consciousness and its  disorders
Neurobiology of consciousness and its disorders
 
EMG artifact presentation
EMG artifact presentationEMG artifact presentation
EMG artifact presentation
 
LEWY BODY DEMENTIA
LEWY BODY DEMENTIA LEWY BODY DEMENTIA
LEWY BODY DEMENTIA
 
Autismo e d.p
Autismo e d.pAutismo e d.p
Autismo e d.p
 
Mental function examination
Mental function examinationMental function examination
Mental function examination
 
POLYSOMNOGRAPHY & EEG ACTIVATION METHODS
POLYSOMNOGRAPHY & EEG ACTIVATION METHODSPOLYSOMNOGRAPHY & EEG ACTIVATION METHODS
POLYSOMNOGRAPHY & EEG ACTIVATION METHODS
 
Vertigo
VertigoVertigo
Vertigo
 

Semelhante a Week 2 neural basis of consciousness: introduction to the research methods tsuchiya

Week 1 the neural basis of consciousness introduction nao tsuchiya
Week 1 the neural basis of consciousness  introduction nao tsuchiyaWeek 1 the neural basis of consciousness  introduction nao tsuchiya
Week 1 the neural basis of consciousness introduction nao tsuchiyaNao (Naotsugu) Tsuchiya
 
Week 9 the neural basis of consciousness : dissociation of consciousness &amp...
Week 9 the neural basis of consciousness : dissociation of consciousness &amp...Week 9 the neural basis of consciousness : dissociation of consciousness &amp...
Week 9 the neural basis of consciousness : dissociation of consciousness &amp...Nao (Naotsugu) Tsuchiya
 
Week 4 the neural basis of consciousness introduction to the visual system
Week 4  the neural basis of consciousness  introduction to the visual systemWeek 4  the neural basis of consciousness  introduction to the visual system
Week 4 the neural basis of consciousness introduction to the visual systemNao (Naotsugu) Tsuchiya
 
Consciousness & neuroscience francis crick & christof koch
Consciousness & neuroscience francis crick & christof kochConsciousness & neuroscience francis crick & christof koch
Consciousness & neuroscience francis crick & christof kochnjqtpie86
 
The Psychology Of Childhood Social And Emotional Development
The Psychology Of Childhood Social And Emotional DevelopmentThe Psychology Of Childhood Social And Emotional Development
The Psychology Of Childhood Social And Emotional DevelopmentKristen Stacey
 
Mind and language: Ontology and neuroscience
Mind and language: Ontology and neuroscienceMind and language: Ontology and neuroscience
Mind and language: Ontology and neuroscienceBarry Smith
 
Cognitive processes
Cognitive processesCognitive processes
Cognitive processesMirzaNaadir
 
Week 10 neural basis of consciousness integrated information theory of consc...
Week 10 neural basis of consciousness  integrated information theory of consc...Week 10 neural basis of consciousness  integrated information theory of consc...
Week 10 neural basis of consciousness integrated information theory of consc...Nao (Naotsugu) Tsuchiya
 
Sensation and Perception
Sensation and PerceptionSensation and Perception
Sensation and PerceptionMikeRifino
 
Week 3 the neural basis of consciousness overview of important clinical cas...
Week 3  the neural basis of consciousness  overview of important clinical cas...Week 3  the neural basis of consciousness  overview of important clinical cas...
Week 3 the neural basis of consciousness overview of important clinical cas...Nao (Naotsugu) Tsuchiya
 
Growing evidence for separate neural mechanisms for attention and consciousne...
Growing evidence for separate neural mechanisms for attention and consciousne...Growing evidence for separate neural mechanisms for attention and consciousne...
Growing evidence for separate neural mechanisms for attention and consciousne...Nao (Naotsugu) Tsuchiya
 
広域システム科学特殊講義Ⅴ 「意識の神経科学」ハンドアウト
広域システム科学特殊講義Ⅴ 「意識の神経科学」ハンドアウト広域システム科学特殊講義Ⅴ 「意識の神経科学」ハンドアウト
広域システム科学特殊講義Ⅴ 「意識の神経科学」ハンドアウトMasatoshi Yoshida
 
Week 5 neural basis of consciousness eyes, early visual system and conscious...
Week 5 neural basis of consciousness  eyes, early visual system and conscious...Week 5 neural basis of consciousness  eyes, early visual system and conscious...
Week 5 neural basis of consciousness eyes, early visual system and conscious...Nao (Naotsugu) Tsuchiya
 
A BRIEF HISTORY OF PSYCHOPATHOLOGY - Unit 1
 A BRIEF HISTORY OF PSYCHOPATHOLOGY - Unit 1 A BRIEF HISTORY OF PSYCHOPATHOLOGY - Unit 1
A BRIEF HISTORY OF PSYCHOPATHOLOGY - Unit 1Rupesh Nath
 
Sleep And Neural Function 7.6.07
Sleep And Neural Function 7.6.07Sleep And Neural Function 7.6.07
Sleep And Neural Function 7.6.07SaraAton
 
Conceitos de consciencia chalmers
Conceitos de consciencia chalmersConceitos de consciencia chalmers
Conceitos de consciencia chalmersAnderson Balbinot
 
4.Where is the mind?
4.Where is the mind? 4.Where is the mind?
4.Where is the mind? talbotm2
 
Localization of function psychology IB
Localization of function psychology IBLocalization of function psychology IB
Localization of function psychology IBMette Morell
 

Semelhante a Week 2 neural basis of consciousness: introduction to the research methods tsuchiya (20)

Week 1 the neural basis of consciousness introduction nao tsuchiya
Week 1 the neural basis of consciousness  introduction nao tsuchiyaWeek 1 the neural basis of consciousness  introduction nao tsuchiya
Week 1 the neural basis of consciousness introduction nao tsuchiya
 
Week 9 the neural basis of consciousness : dissociation of consciousness &amp...
Week 9 the neural basis of consciousness : dissociation of consciousness &amp...Week 9 the neural basis of consciousness : dissociation of consciousness &amp...
Week 9 the neural basis of consciousness : dissociation of consciousness &amp...
 
Week 4 the neural basis of consciousness introduction to the visual system
Week 4  the neural basis of consciousness  introduction to the visual systemWeek 4  the neural basis of consciousness  introduction to the visual system
Week 4 the neural basis of consciousness introduction to the visual system
 
Consciousness & neuroscience francis crick & christof koch
Consciousness & neuroscience francis crick & christof kochConsciousness & neuroscience francis crick & christof koch
Consciousness & neuroscience francis crick & christof koch
 
The Psychology Of Childhood Social And Emotional Development
The Psychology Of Childhood Social And Emotional DevelopmentThe Psychology Of Childhood Social And Emotional Development
The Psychology Of Childhood Social And Emotional Development
 
Cog5 lecppt chapter01
Cog5 lecppt chapter01Cog5 lecppt chapter01
Cog5 lecppt chapter01
 
Mind and language: Ontology and neuroscience
Mind and language: Ontology and neuroscienceMind and language: Ontology and neuroscience
Mind and language: Ontology and neuroscience
 
Cognitive processes
Cognitive processesCognitive processes
Cognitive processes
 
Week 10 neural basis of consciousness integrated information theory of consc...
Week 10 neural basis of consciousness  integrated information theory of consc...Week 10 neural basis of consciousness  integrated information theory of consc...
Week 10 neural basis of consciousness integrated information theory of consc...
 
Sensation and Perception
Sensation and PerceptionSensation and Perception
Sensation and Perception
 
Week 3 the neural basis of consciousness overview of important clinical cas...
Week 3  the neural basis of consciousness  overview of important clinical cas...Week 3  the neural basis of consciousness  overview of important clinical cas...
Week 3 the neural basis of consciousness overview of important clinical cas...
 
Growing evidence for separate neural mechanisms for attention and consciousne...
Growing evidence for separate neural mechanisms for attention and consciousne...Growing evidence for separate neural mechanisms for attention and consciousne...
Growing evidence for separate neural mechanisms for attention and consciousne...
 
Tononi koch-08
Tononi koch-08Tononi koch-08
Tononi koch-08
 
広域システム科学特殊講義Ⅴ 「意識の神経科学」ハンドアウト
広域システム科学特殊講義Ⅴ 「意識の神経科学」ハンドアウト広域システム科学特殊講義Ⅴ 「意識の神経科学」ハンドアウト
広域システム科学特殊講義Ⅴ 「意識の神経科学」ハンドアウト
 
Week 5 neural basis of consciousness eyes, early visual system and conscious...
Week 5 neural basis of consciousness  eyes, early visual system and conscious...Week 5 neural basis of consciousness  eyes, early visual system and conscious...
Week 5 neural basis of consciousness eyes, early visual system and conscious...
 
A BRIEF HISTORY OF PSYCHOPATHOLOGY - Unit 1
 A BRIEF HISTORY OF PSYCHOPATHOLOGY - Unit 1 A BRIEF HISTORY OF PSYCHOPATHOLOGY - Unit 1
A BRIEF HISTORY OF PSYCHOPATHOLOGY - Unit 1
 
Sleep And Neural Function 7.6.07
Sleep And Neural Function 7.6.07Sleep And Neural Function 7.6.07
Sleep And Neural Function 7.6.07
 
Conceitos de consciencia chalmers
Conceitos de consciencia chalmersConceitos de consciencia chalmers
Conceitos de consciencia chalmers
 
4.Where is the mind?
4.Where is the mind? 4.Where is the mind?
4.Where is the mind?
 
Localization of function psychology IB
Localization of function psychology IBLocalization of function psychology IB
Localization of function psychology IB
 

Mais de Nao (Naotsugu) Tsuchiya

Week 12 neural basis of consciousness : frontiers in consciousness research
Week 12 neural basis of consciousness : frontiers in consciousness researchWeek 12 neural basis of consciousness : frontiers in consciousness research
Week 12 neural basis of consciousness : frontiers in consciousness researchNao (Naotsugu) Tsuchiya
 
Week 11 neural basis of consciousness : consciousness and integration (1)
Week 11 neural basis of consciousness : consciousness and integration (1)Week 11 neural basis of consciousness : consciousness and integration (1)
Week 11 neural basis of consciousness : consciousness and integration (1)Nao (Naotsugu) Tsuchiya
 
Week 7 the neural basis of consciousness: higher visual areas and the ncc
Week 7 the neural basis of consciousness: higher visual areas and the nccWeek 7 the neural basis of consciousness: higher visual areas and the ncc
Week 7 the neural basis of consciousness: higher visual areas and the nccNao (Naotsugu) Tsuchiya
 
Week 6 neural basis of consciousness neural correlates of consciousness
Week 6 neural basis of consciousness  neural correlates of consciousnessWeek 6 neural basis of consciousness  neural correlates of consciousness
Week 6 neural basis of consciousness neural correlates of consciousnessNao (Naotsugu) Tsuchiya
 
2020 july 22 computational neuroscience meeting tsuchiya
2020 july 22 computational neuroscience meeting tsuchiya2020 july 22 computational neuroscience meeting tsuchiya
2020 july 22 computational neuroscience meeting tsuchiyaNao (Naotsugu) Tsuchiya
 
Tsuchiya 18 june 26 assc, 20 HBP, integrated information theory tutorial 1 ha...
Tsuchiya 18 june 26 assc, 20 HBP, integrated information theory tutorial 1 ha...Tsuchiya 18 june 26 assc, 20 HBP, integrated information theory tutorial 1 ha...
Tsuchiya 18 june 26 assc, 20 HBP, integrated information theory tutorial 1 ha...Nao (Naotsugu) Tsuchiya
 
Tsuchiya 18 june 26 assc integrated information theory tutorial 3 handout
Tsuchiya 18 june 26 assc integrated information theory tutorial 3 handoutTsuchiya 18 june 26 assc integrated information theory tutorial 3 handout
Tsuchiya 18 june 26 assc integrated information theory tutorial 3 handoutNao (Naotsugu) Tsuchiya
 
17 Sep 25 NIPS Attention & Consciousness
17 Sep 25 NIPS Attention & Consciousness17 Sep 25 NIPS Attention & Consciousness
17 Sep 25 NIPS Attention & ConsciousnessNao (Naotsugu) Tsuchiya
 
17 june 29 Attention and consciousness @ University of Sydney
17 june 29 Attention and consciousness @ University of Sydney17 june 29 Attention and consciousness @ University of Sydney
17 june 29 Attention and consciousness @ University of SydneyNao (Naotsugu) Tsuchiya
 
17 June 20. Empirical test of IIT @ Dresden
17 June 20.  Empirical test of IIT @ Dresden17 June 20.  Empirical test of IIT @ Dresden
17 June 20. Empirical test of IIT @ DresdenNao (Naotsugu) Tsuchiya
 
Tutorial 2 agi and consciousness - 3- IIT
Tutorial 2  agi and consciousness - 3- IITTutorial 2  agi and consciousness - 3- IIT
Tutorial 2 agi and consciousness - 3- IITNao (Naotsugu) Tsuchiya
 

Mais de Nao (Naotsugu) Tsuchiya (14)

Week 12 neural basis of consciousness : frontiers in consciousness research
Week 12 neural basis of consciousness : frontiers in consciousness researchWeek 12 neural basis of consciousness : frontiers in consciousness research
Week 12 neural basis of consciousness : frontiers in consciousness research
 
Week 11 neural basis of consciousness : consciousness and integration (1)
Week 11 neural basis of consciousness : consciousness and integration (1)Week 11 neural basis of consciousness : consciousness and integration (1)
Week 11 neural basis of consciousness : consciousness and integration (1)
 
Week 7 the neural basis of consciousness: higher visual areas and the ncc
Week 7 the neural basis of consciousness: higher visual areas and the nccWeek 7 the neural basis of consciousness: higher visual areas and the ncc
Week 7 the neural basis of consciousness: higher visual areas and the ncc
 
Week 6 neural basis of consciousness neural correlates of consciousness
Week 6 neural basis of consciousness  neural correlates of consciousnessWeek 6 neural basis of consciousness  neural correlates of consciousness
Week 6 neural basis of consciousness neural correlates of consciousness
 
20 aug 1 iit symposium tsuchiya
20 aug 1 iit symposium tsuchiya20 aug 1 iit symposium tsuchiya
20 aug 1 iit symposium tsuchiya
 
2020 july 22 computational neuroscience meeting tsuchiya
2020 july 22 computational neuroscience meeting tsuchiya2020 july 22 computational neuroscience meeting tsuchiya
2020 july 22 computational neuroscience meeting tsuchiya
 
Tsuchiya 18 june 26 assc, 20 HBP, integrated information theory tutorial 1 ha...
Tsuchiya 18 june 26 assc, 20 HBP, integrated information theory tutorial 1 ha...Tsuchiya 18 june 26 assc, 20 HBP, integrated information theory tutorial 1 ha...
Tsuchiya 18 june 26 assc, 20 HBP, integrated information theory tutorial 1 ha...
 
Tsuchiya 18 june 26 assc integrated information theory tutorial 3 handout
Tsuchiya 18 june 26 assc integrated information theory tutorial 3 handoutTsuchiya 18 june 26 assc integrated information theory tutorial 3 handout
Tsuchiya 18 june 26 assc integrated information theory tutorial 3 handout
 
17 Sep 25 NIPS Attention & Consciousness
17 Sep 25 NIPS Attention & Consciousness17 Sep 25 NIPS Attention & Consciousness
17 Sep 25 NIPS Attention & Consciousness
 
17 june 29 Attention and consciousness @ University of Sydney
17 june 29 Attention and consciousness @ University of Sydney17 june 29 Attention and consciousness @ University of Sydney
17 june 29 Attention and consciousness @ University of Sydney
 
17 June 20. Empirical test of IIT @ Dresden
17 June 20.  Empirical test of IIT @ Dresden17 June 20.  Empirical test of IIT @ Dresden
17 June 20. Empirical test of IIT @ Dresden
 
Tutorial 2 agi and consciousness - 3- IIT
Tutorial 2  agi and consciousness - 3- IITTutorial 2  agi and consciousness - 3- IIT
Tutorial 2 agi and consciousness - 3- IIT
 
Tutorial 2 agi and consciousness - 1
Tutorial 2  agi and consciousness - 1Tutorial 2  agi and consciousness - 1
Tutorial 2 agi and consciousness - 1
 
16 apr 27 tucson iit talk
16 apr 27 tucson iit talk16 apr 27 tucson iit talk
16 apr 27 tucson iit talk
 

Último

Animal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptxAnimal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptxUmerFayaz5
 
Botany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdfBotany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdfSumit Kumar yadav
 
Chemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfChemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfSumit Kumar yadav
 
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...Sérgio Sacani
 
VIRUSES structure and classification ppt by Dr.Prince C P
VIRUSES structure and classification ppt by Dr.Prince C PVIRUSES structure and classification ppt by Dr.Prince C P
VIRUSES structure and classification ppt by Dr.Prince C PPRINCE C P
 
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsHubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsSérgio Sacani
 
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...ssifa0344
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)Areesha Ahmad
 
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Lokesh Kothari
 
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.Nitya salvi
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)Areesha Ahmad
 
Botany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdfBotany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdfSumit Kumar yadav
 
Biopesticide (2).pptx .This slides helps to know the different types of biop...
Biopesticide (2).pptx  .This slides helps to know the different types of biop...Biopesticide (2).pptx  .This slides helps to know the different types of biop...
Biopesticide (2).pptx .This slides helps to know the different types of biop...RohitNehra6
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Sérgio Sacani
 
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRLKochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRLkantirani197
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )aarthirajkumar25
 
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...chandars293
 
Pests of cotton_Sucking_Pests_Dr.UPR.pdf
Pests of cotton_Sucking_Pests_Dr.UPR.pdfPests of cotton_Sucking_Pests_Dr.UPR.pdf
Pests of cotton_Sucking_Pests_Dr.UPR.pdfPirithiRaju
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsSérgio Sacani
 
Seismic Method Estimate velocity from seismic data.pptx
Seismic Method Estimate velocity from seismic  data.pptxSeismic Method Estimate velocity from seismic  data.pptx
Seismic Method Estimate velocity from seismic data.pptxAlMamun560346
 

Último (20)

Animal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptxAnimal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptx
 
Botany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdfBotany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdf
 
Chemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfChemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdf
 
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
 
VIRUSES structure and classification ppt by Dr.Prince C P
VIRUSES structure and classification ppt by Dr.Prince C PVIRUSES structure and classification ppt by Dr.Prince C P
VIRUSES structure and classification ppt by Dr.Prince C P
 
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsHubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
 
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)
 
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
 
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)
 
Botany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdfBotany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdf
 
Biopesticide (2).pptx .This slides helps to know the different types of biop...
Biopesticide (2).pptx  .This slides helps to know the different types of biop...Biopesticide (2).pptx  .This slides helps to know the different types of biop...
Biopesticide (2).pptx .This slides helps to know the different types of biop...
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
 
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRLKochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )
 
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
 
Pests of cotton_Sucking_Pests_Dr.UPR.pdf
Pests of cotton_Sucking_Pests_Dr.UPR.pdfPests of cotton_Sucking_Pests_Dr.UPR.pdf
Pests of cotton_Sucking_Pests_Dr.UPR.pdf
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
 
Seismic Method Estimate velocity from seismic data.pptx
Seismic Method Estimate velocity from seismic  data.pptxSeismic Method Estimate velocity from seismic  data.pptx
Seismic Method Estimate velocity from seismic data.pptx
 

Week 2 neural basis of consciousness: introduction to the research methods tsuchiya

  • 1. Week 2 Neural basis of consciousness: Introduction to the research methods Prof Nao Tsuchiya Twitter: @conscious_tlab Email: naotsugu.tsuchiya@monash.edu Facebook: Naotsugu Tsuchiya
  • 2. Recap of Wk 1 Golden circle - Why - How - What Why, how and what of consciousness research NCC, the Hard problem, Integrated information theory Phenomenology-Experimental Data-Theory A bit of basics: anatomy, neurons
  • 3. Learning Objectives How can we characterize our phenomenology Introduction to psychophysical methods How can we measure neural activity in the brain? What is the source of the neural activity? Chapter 2 QFC
  • 4. How can we characterize phenomenology? 1. Introspect your own phenomenology 2. Report on your introspection with various methods a. Verbal reports b. Written reports c. Button presses d. Other voluntary behavioral measures (e.g., eye movements, hand adjustments, pointing, …) e. Experiential sampling Intro to psychophysics
  • 5. How can we characterize phenomenology? Intro to psychophysics Introspection Reports Pros Cons
  • 6. How can we characterize phenomenology? Intro to psychophysics Introspection Reports Pros Can approach conscious experience most directly Cons Introspection itself can alter experience. Unclear whether we can do science on it
  • 7. How can we characterize phenomenology? Intro to psychophysics Introspection Reports Pros Can approach conscious experience most directly Easy to quantify Can do science rigorously Cons Introspection itself can alter experience. Unclear whether we can do science on it Cannot exhaust experience. Lead to a wrong attitude
  • 8. How can we characterize phenomenology? Intro to psychophysics
  • 9. How can we characterize phenomenology? Upon seeing the following image, What are your introspection? What can you report?
  • 10.
  • 11.
  • 12. How can we characterize phenomenology? Upon seeing the following image, What are your introspection? What can you report? Repeat the image and think about this again. What’s the role of expectation? Attention? Eye position?
  • 13. How can we characterize phenomenology? Intro to psychophysics Experience vs. Reports will be featured in subsequent lectures on No-report paradigms Massive report paradigms
  • 14. How can we characterize phenomenology? 1. (Through reasonable interpretation of reports) we can study phenomenology of a. Other adult human beings i. In normal conditions ii. In altered states b. Patients with brain regions c. Children, babies, mammals, … Intro to psychophysics
  • 15. Introspection practice Let’s go back to Motion Induced Blindness (MIB) illusion (Bonneh et al 2001 Nature) Link https://www.youtube.com/watch?v=Hfrb94mKCJw https://www.youtube.com/watch?v=EI-bIfC4rVM (Link to ADHD?) Intro to psychophysics
  • 16. During your own experience of MIB… What is your criterion of reporting “not seeing”? Are the yellow dots unequivocally either clearly visible vs. clearly invisible? Is there nothing in between? Introspect, observe. Please write any of your observation in Discussion Forum in Moodle! Intro to psychophysics
  • 17. During your own experience of MIB… Important methodological (and philosophical) issues: Is your experience all or none? Is consciousness graded? How is your report of “seeing X” and “not seeing X” is related to your “criterion”? MIB is a bit complicated (same stimuli, different conscious experience). So let’s look at a simpler case. Intro to psychophysics
  • 18. Simpler phenomenology: backward masking Intro to psychophysics Del Cul et al 2007 PLoS Comp Bio
  • 19. Simpler phenomenology: backward masking Intro to psychophysics
  • 20. Simpler phenomenology: backward masking https://www.youtube.com/watch?v=Si1nTnZIGI0 SOA : Stimulus Onset Asynchrony Intro to psychophysics
  • 21. Simpler phenomenology: backward masking https://www.youtube.com/watch?v=Si1nTnZIGI0 Please try out our experiment : https://mili2nd.co/hdub. Post anything that you observed and thought about in Discussion Forum! Intro to psychophysics
  • 22.
  • 23. How can we quantify conscious “seeing”? Introspectively, can you express all of your experiential quality by just “Yes I saw X” vs. “No I did not see”? If not, can we exhaust all experiential quality by adding confidence rating? How should researchers interpret “Yes I saw X with confidence of 1 out of 4” vs. “No I did not see X with confidence 2 out of 4”? Intro to psychophysics
  • 24. A rescue: Signal detection theory Are we reporting “not seeing X” Because we actually did not saw it? (issue of sensitivity) Because not really confident to say that seeing X? (Issue of criterion) Important to consider to understand papers on non-conscious / implicit perception, reports from patients and animals. Intro to psychophysics
  • 25. An introduction to signal detection theory Intro to psychophysics Stimulus present Stimulus absent Response “I saw it!” Respond “I didn’t see it!”
  • 26. An introduction to signal detection theory Intro to psychophysics Stimulus present Stimulus absent Response “I saw it!” Hit Respond “I didn’t see it!” Miss
  • 27. An introduction to signal detection theory Intro to psychophysics Stimulus present Stimulus absent Response “I saw it!” Hit False alarm Respond “I didn’t see it!” Miss Correct rejection
  • 28. A potential model: signal detection model Intro to psychophysics Stimulus present Stimulus absent
  • 29. An introduction to signal detection theory Intro to psychophysics
  • 30. An introduction to signal detection theory Intro to psychophysics
  • 31. An introduction to signal detection theory Intro to psychophysics
  • 32. An introduction to signal detection theory Intro to psychophysics Receiver Operating Characteristics
  • 33. An introduction to signal detection theory Intro to psychophysics Receiver Operating Characteristics
  • 34. An introduction to signal detection theory Intro to psychophysics Receiver Operating Characteristics
  • 35. An introduction to signal detection theory Intro to psychophysics Receiver Operating Characteristics
  • 36. An introduction to signal detection theory Intro to psychophysics
  • 37. In practice, how can we estimate ROC? Different criterion : Reward, Instruction, Probability of stimulus present vs absent, Usage of confidence rating. This is a bit more involved. Will be explained in later lectures https://www.youtube.com/watch?v=BHkw9_GWPJA&list=TLP QMjgwNzIwMjDcfZszMuGcnA&index=1 https://www.youtube.com/watch?v=UHEiWws8t-g&list=TLPQ MjgwNzIwMjDcfZszMuGcnA&index=2 Intro to psychophysics
  • 38. Summary Conscious phenomenology is most directly accessible to introspection. Introspection is a good and necessary start of consciousness research. Translating phenomenology to report is a challenge for consciousness research, but we are making progress. Signal detection theory is a powerful framework to objectively quantify and separate discriminability and criterion.
  • 39.
  • 40. Measuring neural activity in the brain is…. ...Very very complicated. In Wk 2, we will glance at the minimal knowledge necessary to understand the papers featured in Tutorials in Week 2. Measuring neural activity
  • 41. Measuring neural activity in the brain Measuring neural activity
  • 42. Measuring neural activity Cell body Axon Dendrite Synapse Excitatory vs Inhibitory Spike/firing Source of neural activity Cortical layers
  • 43. Measuring neural activity Source of neural activity Cortical layers
  • 44. Measuring neural activity Source of neural activity
  • 45. Electroencephalogram - EEG Measuring neural activity Cortical surface Skull (and other things) Skin
  • 48. Intracranial EEG - ElectroCorticoGraphy Measuring neural activity ECoG
  • 49. Intracranial EEG - Depth Recording Measuring neural activity
  • 50. Comparison of EEG, ECoG, Depth recording Measuring neural activity Buzsaki et al 2012 Nat Rev neuro
  • 51. Local field potentials (LFP) & neural activity Measuring neural activityBuzsaki et al 2012 Nat Rev neuro
  • 52. EEG, LFP and single unit recording Measuring neural activity Single unit recording (~action potential, spikes, firing, …)
  • 53. LFP and single unit recording Measuring neural activity
  • 54. functional Magnetic Resonance Imaging fMRI Blood Oxygenation-Level Dependent (BOLD) signal --- relationship between BOLD, synaptic inputs, spiking output are highly complex Measuring neural activity
  • 55. Owen et al 2006 Science Measuring neural activity
  • 56. BOLD, LFP (synaptic inputs), Spikes Measuring neural activityLogothetis et al 2001 Nature Stimulus present Time (s)
  • 57. BOLD, LFP (synaptic inputs), Spikes Measuring neural activityLogothetis et al 2001 Nature Stimulus present Time (s)
  • 58. Summary Neural activity can be measured as EEG, MEG, ECoG, LFP. All of these are electrical summation of a population of neural activity (single unit, spiking, firing) with some filtering / smoothing / blurring due to the tissue properties. fMRI is non-invasive, but highly complex. Most likely reflects inputs to the area than outputs from the area. Measuring neural activity
  • 59. Putting everything together Measuring neural activity Sejnowski et al 2014 Nat Neuro
  • 60. Putting everything together Measuring neural activity Sejnowski et al 2014 Nat Neuro