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Utility and neuroscience:
 a mechanistic approach of decision-making and
                  rationality




            Benoit Hardy-Vallée
          Department of Philosophy
           University of Waterloo
Neuroeconomics:

                  Definition
                  Methods
                  Results
                  Discussions
Definitions
•   “an emerging transdisciplinary field that uses
    neuroscientific measurement techniques to identify
    the neural substrates associated with
    economic decisions” (Zak, 2004, p. 1737)

•   “the program for understanding the neural basis of
    the behavioral response to scarcity”. (Ross
    2005, p. 330)

•   “to understand the processes that connect sensation and
    action by revealing the neurobiological
    mechanisms by which decisions are made". (Glimcher
    & Rustichini, 2004, p. 447)
in a nutshell...
The study of the neural mechanisms of decision-
    making and their economic significance
Psychology


        Economic
        Psychology
                                    Neuropsychology



                Neuroeconomics
Economics                               Neuroscience
                                       Computational
                                       Neuroscience
     Bioeconomics
                                  Neuroethology

                     Behavioral
                      Ecology
1881               1926                1952                1994                 2003


                   Ramsey’s             Hayek            Damasio                Glimcher
Edgeworth’s
              psychogalvanometer   The Sensory Order   Descartes’ Error   Decisions, uncertainty,
hedonimeter
                                                                             and the brain
Damasio: emotional rationality
                                                        orbitofrontal
                                                           cortex




Dolan, R. J. (2002). Emotion, cognition, and behavior. Science, 298(5596), 1191-1194.
Neuroeconomic Method


              model of a decision task


                     Behavioral test


             Comparison theory/data                                Mechanisms


                      Neural studies
Single-cell recording, Imaging, Hyperscanning, Lesion studies, Neuropsychological
patients, Animal models, Computational models
a few examples...
neuro-shopping




Knutson, B., Rick, S., Wimmer, G. E., Prelec, D., & Loewenstein, G. (2007). Neural predictors of purchases. Neuron, 53(1), 147-156.
Product                Price                                 Choice


  “mmm...      the price is right
 Chocolate
                                                              BUY
                anterior insula < Medial Prefrontal Cortex




               the price is not right
  Nucleus
                                                             DON’T
             anterior insula > Medial Prefrontal Cortex
 Accumbens
Risk vs. ambiguity
                  greater activation in response to risk than in response to ambiguity.



                                                                                                                         reward
                                                                                                                       computation

             greater activation in response to ambiguity than in response to risk.




                          fear/vigileance                                                   “Affective forecasting”
Hsu, M., Bhatt, M., Adolphs, R., Tranel, D., & Camerer, C. F. (2005). Neural systems responding to degrees of uncertainty in human decision-making. Science, 310(5754), 1680-1683.
Ultimatum Game


                         Proposer




            $9/$1    $8/$2....      ...   ...$1/$9
Responder           Accept/reject
‘unfair’ offers trigger moral disgust and cognitive conflict
the ‘warm glow’ of cooperation
Trust Game
1.


                x$
                                    3x$
       A.                                    B.
                          x$ x 3=
      (Y$)                                  (Y$)




               A.
 2.                                            B.
             (Y-x $)                       (Y + 3x$)
                            Z$


 3.              A.                              B.
             (Y-x)+Z $)                    (Y + 3x) –Z $)
the ‘sweet taste’ of revenge:

 Punishment is predicted by activity in the striatum
Cold machines?


Humans do not cooperate with
computers

Human and computer partners do not
elicit the same neural-affective reactions
the mechanisms of
 decision-making
Nomological-Deductive Model



                    explanation   prediction

Universal Law or
                                               Nash Equilibrium
lawlike principle
Conditions                                     Prisoner’ Dilemma

Phenomenon                                     Mutual Defection
Mechanistic
      model




                  “A mechanism is a structure performing a function in virtue of
                  its component parts, component operations, and their
                  organization. The orchestrated functioning of the
                  mechanism is responsible for one or more phenomena”
Bechtel, W., & Abrahamsen, A. (2005). Explanation: A mechanist alternative. Studies in History and Philosophy of Science, C:, 36(2), 421-441.
ex: memory
  mechanisms




Craver, C. F. (2002). Interlevel experiments and multilevel mechanisms in the neuroscience of memory. Philosophy of Science, 69, S83–S97.
Trust:
         Culture, norms, institutions


               Trust behavior


            Cognitive heuristics

                Neural basis

           Molecular interactions
advantages of mechanistic models:

  causal entities
  ‘carve nature at its joints’
  better integration with other domains
  can be simulated by computational neuroscience
  (partly) immune against pessimism (bounded
  rationality) and optimism (ecological rationality)
  
 “Inferring preferences from a choice does not tell us everything
  we need to know”(Camerer et al., 2004, p. 563).

Camerer, C. F., Loewenstein, G., & Prelec, D. (2004). Neuroeconomics: Why economics needs brains. Scandinavian Journal of Economics, 106(3), 555-579.
Rationality?
maximizing utility as “emotional management”
[Regret forecasting]
                          Counterfactual
                             Utility
                             [regrets]
[Affective forecasting]
                                                              [Regret /rejoicing]
 Predicted
   Utility
                                                Remembered
                            Experienced
                                                   Utility
                               Utility
                                                 [prediction error]
 Decision                    [Hedonic affect]

  Utility
     [Valuation]




                                                             27
Irrationality?
Miswanting: misevaluating future experienced. utility
Misprediction of regret
‘irrational pursuit’: Decision utility > Predicted Utility
Thanks !
         benoithv@gmail.com
           http://decisis.net  
       Natural Rationality Blog: 
http://naturalrationality.blogspot.com

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Utility and neuroscience: a mechanistic approach of decision-making and rationality

  • 1. Utility and neuroscience: a mechanistic approach of decision-making and rationality Benoit Hardy-Vallée Department of Philosophy University of Waterloo
  • 2. Neuroeconomics: Definition Methods Results Discussions
  • 3. Definitions • “an emerging transdisciplinary field that uses neuroscientific measurement techniques to identify the neural substrates associated with economic decisions” (Zak, 2004, p. 1737) • “the program for understanding the neural basis of the behavioral response to scarcity”. (Ross 2005, p. 330) • “to understand the processes that connect sensation and action by revealing the neurobiological mechanisms by which decisions are made". (Glimcher & Rustichini, 2004, p. 447)
  • 4. in a nutshell... The study of the neural mechanisms of decision- making and their economic significance
  • 5. Psychology Economic Psychology Neuropsychology Neuroeconomics Economics Neuroscience Computational Neuroscience Bioeconomics Neuroethology Behavioral Ecology
  • 6. 1881 1926 1952 1994 2003 Ramsey’s Hayek Damasio Glimcher Edgeworth’s psychogalvanometer The Sensory Order Descartes’ Error Decisions, uncertainty, hedonimeter and the brain
  • 7. Damasio: emotional rationality orbitofrontal cortex Dolan, R. J. (2002). Emotion, cognition, and behavior. Science, 298(5596), 1191-1194.
  • 8. Neuroeconomic Method model of a decision task Behavioral test Comparison theory/data Mechanisms Neural studies Single-cell recording, Imaging, Hyperscanning, Lesion studies, Neuropsychological patients, Animal models, Computational models
  • 10. neuro-shopping Knutson, B., Rick, S., Wimmer, G. E., Prelec, D., & Loewenstein, G. (2007). Neural predictors of purchases. Neuron, 53(1), 147-156.
  • 11. Product Price Choice “mmm... the price is right Chocolate BUY anterior insula < Medial Prefrontal Cortex the price is not right Nucleus DON’T anterior insula > Medial Prefrontal Cortex Accumbens
  • 12. Risk vs. ambiguity greater activation in response to risk than in response to ambiguity. reward computation greater activation in response to ambiguity than in response to risk. fear/vigileance “Affective forecasting” Hsu, M., Bhatt, M., Adolphs, R., Tranel, D., & Camerer, C. F. (2005). Neural systems responding to degrees of uncertainty in human decision-making. Science, 310(5754), 1680-1683.
  • 13. Ultimatum Game Proposer $9/$1 $8/$2.... ... ...$1/$9 Responder Accept/reject
  • 14. ‘unfair’ offers trigger moral disgust and cognitive conflict
  • 15. the ‘warm glow’ of cooperation
  • 16. Trust Game 1. x$ 3x$ A. B. x$ x 3= (Y$) (Y$) A. 2. B. (Y-x $) (Y + 3x$)  Z$ 3. A. B. (Y-x)+Z $) (Y + 3x) –Z $)
  • 17. the ‘sweet taste’ of revenge: Punishment is predicted by activity in the striatum
  • 18. Cold machines? Humans do not cooperate with computers Human and computer partners do not elicit the same neural-affective reactions
  • 19. the mechanisms of decision-making
  • 20. Nomological-Deductive Model explanation prediction Universal Law or Nash Equilibrium lawlike principle Conditions Prisoner’ Dilemma Phenomenon Mutual Defection
  • 21. Mechanistic model “A mechanism is a structure performing a function in virtue of its component parts, component operations, and their organization. The orchestrated functioning of the mechanism is responsible for one or more phenomena” Bechtel, W., & Abrahamsen, A. (2005). Explanation: A mechanist alternative. Studies in History and Philosophy of Science, C:, 36(2), 421-441.
  • 22. ex: memory mechanisms Craver, C. F. (2002). Interlevel experiments and multilevel mechanisms in the neuroscience of memory. Philosophy of Science, 69, S83–S97.
  • 23. Trust: Culture, norms, institutions Trust behavior Cognitive heuristics Neural basis Molecular interactions
  • 24. advantages of mechanistic models: causal entities ‘carve nature at its joints’ better integration with other domains can be simulated by computational neuroscience (partly) immune against pessimism (bounded rationality) and optimism (ecological rationality) “Inferring preferences from a choice does not tell us everything we need to know”(Camerer et al., 2004, p. 563). Camerer, C. F., Loewenstein, G., & Prelec, D. (2004). Neuroeconomics: Why economics needs brains. Scandinavian Journal of Economics, 106(3), 555-579.
  • 26. maximizing utility as “emotional management”
  • 27. [Regret forecasting] Counterfactual Utility [regrets] [Affective forecasting] [Regret /rejoicing] Predicted Utility Remembered Experienced Utility Utility [prediction error] Decision [Hedonic affect] Utility [Valuation] 27
  • 29. Miswanting: misevaluating future experienced. utility Misprediction of regret ‘irrational pursuit’: Decision utility > Predicted Utility
  • 30. Thanks ! benoithv@gmail.com http://decisis.net   Natural Rationality Blog:  http://naturalrationality.blogspot.com