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04/07/2013 1 Mathematically-defined Ontologies and the Correlates of Consciousness D AVID G AMEZ CiE Workshop, Milan, 30 th June 2013 Sackler Centre for Consciousness Science / Department of Informatics, University of Sussex, UK Talk Overview What is consciousness? Scientific study of the correlates of consciousness. Use of mathematics and algorithms to identify physical correlates of consciousness. Measurement of consciousness through first- person reports. Mathematically-defined objects cause conscious reports. What is CONSCIOUSNESS? What is Consciousness? “Consciousness” is not a label for something that we directly perceive in the world. It is an interpretation of our naive perception of the world. Emerged in response to 17 th Century scientific theories. Naive Perception Simple realistic approach to the properties of the world. Believe that the colour, sound, taste and smell of objects is present in the objects. Red is a property of the flower. The sound, smell and taste of the bee is a property of the bee. Naive Perception

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Page 1: Two Simulation Tools for Biologically Inspired Virtual ... · PDF filegain or lose those conserved quantities at that time. Physical world is ... Measurement of Physical ... Might

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Mathematically-defined Ontologies and the Correlates of Consciousness

DAVID G AMEZ

CiE Workshop, Milan, 30th June 2013

Sackler Centre for Consciousness Science / Department of Informatics, University of Sussex, UK

Talk Overview

What is consciousness?

Scientific study of the correlates of consciousness.

Use of mathematics and algorithms to identify physical correlates of consciousness.

Measurement of consciousness through first-person reports.

Mathematically-defined objects cause conscious reports.

What is CONSCIOUSNESS?

What is Consciousness?

“Consciousness” is not a label for something that we directly perceive in the world.

It is an interpretation of our naive perception of the world.

Emerged in response to 17th Century scientific theories.

Naive Perception

Simple realistic approach to the properties of the world.

Believe that the colour, sound, taste and smell of objects is present in the objects.

Red is a property of the flower.

The sound, smell and taste of the bee is a property of the bee.

Naive Perception

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Consciousness is Not Present in the Naively Perceived World

In the naively perceived world we see coloured objects, hear sounds, taste food, etc.

Consciousness is not perceived.

Distinction between awake, asleep etc., but modern concept of consciousness is not synonymous with “wakefulness” or “perceiving the world”.

Introspection does not reveal consciousness either - although we might have self-knowledge, thoughts about thoughts, etc.

Naive Realists

Most adults most of the time as they go about day to day life.

Children.

Anyone from a time, place or culture without a sophisticated conception of the physical world.

Rise of Science in the 17th Century

Development of mathematical descriptions of the physical world.

Systematic testing of scientific theories.

Development of technological apparatus – microscope, telescope, air pump, etc.

Sophisticated accounts of perception based on particle and wave theories of light.

Primary and Secondary Qualities

The physical world consists of atoms and the void (and possibly forces, such as gravity and magnetism).

Primary qualities are properties of the physical world.

Sensations are produced in us by the actions of the physical world on our bodies (secondary qualities).

Naive Perception 17th Century

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Emergence of the Concept of Consciousness The colourful smelly tasty sensations had to go

somewhere!

They became ideas, properties of the mind.

“Consciousness” is our term for this re-interpretation of the naively perceived world.

Evidence from Wilkes

Wilkes (1988):

No word for consciousness in the English language prior to the 17th Century.

No word for consciousness in Ancient Greek or Chinese.

Wilkes takes this as evidence that consciousness is not a natural kind.

This linguistic evidence is also consistent with the view that the naively perceived world is a natural kind, which has been reinterpreted as consciousness in response to the rise of science.

Further Developments in Physics

Over the last 300 years, we have developed theories about wave-particles, multidimensional superstrings, etc.

The physical world has become a source of signals – not something that has primary qualities (Russell 1927).

Development of our Understanding of the Brain Over the last 70 years we have greatly

increased our understanding of the brain.

Signals from the physical world are processed by the senses into spiking patterns in the brain.

These spiking patterns are thought to be correlated with consciousness.

17th Century Science Modern Physics

The physical world is a source of signals that cannot be directly perceived.

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Modern Neuroscience

The body is a source of signals that cannot be directly perceived.

Science of Consciousness

The brain is a source of signals that cannot be directly perceived and is correlated with consciousness.

Consciousness and the Physical World

CORRELATES of Consciousness

The Correlates of Consciousness

The correlates of a conscious experience, e1, is a minimal set of one or more spatiotemporal structures that are present when e1 is present and absent as a collection when e1 is absent.

According to this definition the correlates of consciousness would continue to be associated with consciousness if they were extracted from the brain or implemented in an artificial system

Scientific Study of the Correlates of Consciousness Makes as few metaphysical commitments as

possible.

Gather data about the relationship between consciousness and the physical world.

Basic procedure:

Measure consciousness

Measure the physical world

Look for spatiotemporal structures in the physical world that covary with conscious states.

Contrastive analysis that compares the conscious and unconscious brain.

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Scientific Study of the Correlates of Consciousness Substantial amount of experimental work has

been carried out over the last 20-30 years (Tononi and Koch 2008).

We may eventually be able to develop theories that can make accurate predictions about consciousness based on measurements of the physical world (and vice versa).

Experiments on the Correlates of Consciousness

MEASURING the Physical World

Physical Correlates of Consciousness

Properties of the physical world that are only present when consciousness is present.

Some potential physical correlates of consciousness:

Neural synchronization

Electromagnetic waves

Quantum effects

Connection patterns

Activation in particular brain areas.

Physical Correlates of Consciousness

Mathematics and algorithms are often used to identify physical correlates of consciousness in the brain.

For example:

Measures of functional and effective connectivity.

Knottiness (Shanahan 2012).

Causal density (Seth 2006).

Neural synchronization

Physical Correlates of Consciousness

At this stage we have very little idea about which aspects of the brain are correlated with consciousness.

Consciousness might be correlated with unknown forces, particles or other physical properties.

Groping around in the dark like Francis Bacon in the 17th Century.

Could use machine learning to identify the maximally correlated areas.

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Information/Data Correlates of Consciousness Has been proposed that information/data

patterns could be correlated with consciousness independently of the physical structures that happen to instantiate them at a particular point in time (neurons, electromagnetic waves, etc.).

Tononi’s (2008, 2012) Information integration theory of consciousness is the most well developed of these theories.

The integration and differentiation of the information states of a system is correlated with or identical with consciousness.

Information Integration Theory of Consciousness Information integration is measured using

algorithms.

Identify:

The area of the system potentially linked to consciousness.

The predicted amount of consciousness, measured using the number Φ.

A structure corresponding to the contents of consciousness.

Measure the State of the Physical System

Apply Algorithm to Identify Part of the System that is Correlated with Consciousness

Use Algorithm to Identify the Correlates of the Contents of Consciousness

Information Integration Algorithms

A number of algorithms related to information integration have been put forward:

Neural complexity (Tononi, Sporns and Edelman, 1994)

Stateless Φ (Tononi and Sporns, 2003)

State-based Φ (Balduzzi and Tononi, 2008)

Causal density (Seth et al., 2006)

Liveliness (Gamez and Aleksander, 2011)

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Experimental Evidence for Information Integration Approach Some experimental evidence for a link between

measures of information integration and consciousness:

Lee et al. (2009)

Massimini et al. (2009)

Ferrarelli et al. (2010)

Fujii et al. (under review)

This has not demonstrated a link between information integration and consciousness.

At most a link between certain neural patterns and consciousness has been shown.

Computational Correlates of Consciousness

People have argued that the mind is in some deep sense computational.

Could be computational correlates of consciousness.

Will cover this in my talk on Thursday.

MEASURING Consciousness

Measuring Consciousness

Consciousness is measured through first-person behavioural reports.

For example:

“I see a red rose”

“I hear a police siren”

Pressing a button, pulling a lever

Glasgow coma scale

Measurements of Consciousness and Causation

Behavioural reports have effects in the physical world – air vibrations, etc.

Reports about consciousness must be caused by consciousness.

Raises the question about the causal relationship between consciousness and the physical world.

What is Causation?

Concept of causation is highly controversial; no commonly agreed theory.

Personally I think that Dowe’s (2000) empirically grounded theory of causation is the best approach.

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Dowe’s Empirical Theory of Causation

A conserved quantity is a quantity governed by a conservation law, such as mass-energy, momentum or charge.

A causal process is a world line of an object that possesses a conserved quantity.

A causal interaction is an intersection of world lines that involves the exchange of a conserved quantity.

Causal Closure of the Physical World

Any change in a physical system’s conserved quantities can in principle be traced back to a set of physical causes that led the system to gain or lose those conserved quantities at that time.

Physical world is causally closed.

Consciousness and the Causal Closure of the Physical World Causal closure of physical world does not

present a problem if consciousness is identical with the physical world (physicalism).

Not compatible with other interpretations of consciousness.

Want to carry out experiments on the correlates of consciousness without being committed to any particular theory.

Need to account for our ability to measure consciousness with the minimum of metaphysics.

A Workable Solution

Assume that consciousness is functionally connected to a structure in the brain – the correlates of consciousness.

This structure causes reports about consciousness.

Consciousness and Reports Separating out the Correlates of Consciousness

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MATHEMATICALLY-DEFINED Objects and

Conscious Reports

Correlates of Consciousness

Physical and informational correlates of consciousness are likely to be identified using mathematics or algorithms.

Algorithms could identify completely unknown physical properties of the brain.

Application of algorithms to the brain is likely to produce a novel ontology – not a way in which we would ‘naturally’ divide up the brain.

Correlates of Consciousness and Reports The correlates of consciousness are an object,

area or aspect of the brain that causes reports about consciousness.

The maths/algorithms is identifying an object with causal powers.

Measurement of Physical Brain

Algorithm Identifies the Correlates of Consciousness

The Correlates of Consciousness Cause Reports about Consciousness

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Ontological Relativity

Nothing absolute about ontologies (Gamez 2007).

Our everyday ontology is determined by the human sensory apparatus.

For example, we can see through air and water, but can’t see through people or trees.

No absolute boundaries of objects (wave-particle duality).

From Ontologies to Fields?

Mathematically-defined ontologies are not necessarily problematic.

Field-based equations might be an alternative way of identifying the correlates of consciousness:

Might map more naturally onto the physical world.

Would avoid the subjectivity associated with most ontologies.

Could incorporate an element of probability.

Which approach will work best depends on what the correlates of consciousness turn out to be (neural activity, electromagnetic fields, etc.).

Fields Instead of Objects?

CONCLUSIONS

Conclusions

Consciousness is a re-interpretation of our naive perception of the world that emerged in response to the rise of 17th Century science.

Experiments on the correlates of consciousness:

Measure consciousness

Measure the physical world

Look for correlations between them.

Conclusions

The correlates of consciousness are likely to be identified using a mathematical algorithm.

This is unlikely to map onto our current ontology.

Correlates of consciousness cause conscious reports.

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Conclusions

Apart from fundamental particles, all ontologies are relative.

Mathematically-defined ontologies are not necessarily a problem.

A field-based approach would fit more naturally with our current understanding of the world.

Acknowledgements

Many thanks to Barry Cooper and the John Templeton Foundation for supporting this work (Project ID 15619: 'Mind, Mechanism and Mathematics: Turing Centenary Research Project').

I would also like to thank the Sackler Centre for Consciousness Science at the University of Sussex for hosting me as a Research Fellow during this project.

References Balduzzi, D. and Tononi, G. (2008). Integrated Information in Discrete Dynamical

Systems: Motivation and Theoretical Framework. PLoS Comput Biol 4(6): e1000091.

Dowe, P. (2000). Physical Causation. Cambridge, Cambridge University Press.

Ferrarelli, F., Massimini, M., Sarasso, S., Casali, A., Riedner, B. A., Angelini, G., Tononi, G. and Pearce, R. A. (2010). Breakdown in Cortical Effective Connectivity During Midazolam-Induced Loss of Consciousness. Proc Natl Acad Sci U S A 107(6): 2681-2686.

Gamez, D. (2007). What We Can Never Know: Blindspots in Philosophy and Science. London, Continuum.

Gamez, D. and Aleksander, I. (2011). Accuracy and Performance of the State-Based Φ and Liveliness Measures of Information Integration. Consciousness and Cognition 20(4): 1403-1424.

Lee, U., Mashour, G. A., Kim, S., Noh, G. J. and Choi, B. M. (2009). Propofol Induction Reduces the Capacity for Neural Information Integration: Implications for the Mechanism of Consciousness and General Anesthesia. Consciousness and Cognition 18(1): 56-64.

Massimini, M., Boly, M., Casali, A., Rosanova, M. and Tononi, G. (2009). A Perturbational Approach for Evaluating the Brain's Capacity for Consciousness. Prog Brain Res 177: 201-214.

References Russell, B. (1927). An Outline of Philosophy. London, G. Allen & Unwin.

Seth, A. K., Izhikevich, E., Reeke, G. N. and Edelman, G. M. (2006). Theories and Measures of Consciousness: An Extended Framework. Proc Natl Acad Sci U S A 103(28): 10799-10804.

Shanahan, M. and Wildie, M. (2012). Knotty-Centrality: Finding the Connective Core of a Complex Network. PLoS One 7(5): e36579.

Tononi, G. (2008). Consciousness as Integrated Information: A Provisional Manifesto. Biol Bull 215(3): 216-242.

Tononi, G. (2012). Phi : A Voyage from the Brain to the Soul. New York, Pantheon.

Tononi, G. and Koch, C. (2008). The Neural Correlates of Consciousness: An Update. Ann N Y Acad Sci 1124: 239-261.

Tononi, G. and Sporns, O. (2003). Measuring Information Integration. BMC Neurosci 4: 31.

Tononi, G., Sporns, O. and Edelman, G. M. (1994). A Measure for Brain Complexity: Relating Functional Segregation and Integration in the Nervous System. Proc Natl Acad Sci U S A 91(11): 5033-5037.

Wilkes, K. V. (1988). ___, Yìshì, Duh, Um, and Consciousness In Consciousness in Contemporary Science, edited by A. J. Marcel and E. Bisiach. Oxford, Clarendon Press: 16-41.

More Information

Slides:

www.davidgamez.eu/talks/

Papers related to this material:

www.davidgamez.eu/publications/

Feel free to contact me if you have any questions:

[email protected].