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How do we reason and choose?

Reasoning and decisions

Topic guide · Consciousness and philosophy / Reasoning and decisions / Methods, evidence and reproducibility

Do brain recordings show that free will is an illusion?

Analyse the gap between an experimental task, a neural prediction and a philosophical conclusion about control.

Topic guide · Methods, evidence and reproducibility / Reasoning and decisions

When can a study support a causal explanation?

Separate an observed relationship from a specified intervention contrast and inspect the assumptions connecting them.

Topic guide · Reasoning and decisions / Learning, memory and education

Why do intentions lose to habits or procrastination?

Compare philosophical, learning and time-preference accounts without turning an explanatory model into a moral diagnosis or a treatment claim.

Topic guide · Reasoning and decisions / Methods, evidence and reproducibility

How should we reason with uncertain information?

Build a probability model, condition on information and expose independence assumptions before comparing formal rules with human judgements.

Lectures and explanations

Selections below prioritise source-checked annotations. Inclusion does not assess scientific correctness.

  1. MIT OpenCourseWare · Source-checked annotation

    Lecture 3: Independence

    MIT OpenCourseWare John Tsitsiklis intermediate 46 min

    Distinguishes independence of two events, independence of a collection and pairwise independence.

  2. Open Yale Courses · Source-checked annotation

    Lecture 3 - Parts of the Soul I

    Open Yale Courses Speaker not established foundation Duration unknown

    Compares several historical and modern ways of dividing motives or mental processes, including accounts associated with Plato, Hume, Freud and Haidt.

  3. World Science U · Source-checked annotation

    Decision-Making in the Real World

    World Science U Alfred Mele intermediate Duration unknown

    Alfred Mele distinguishes arbitrary laboratory actions from choices made after sustained deliberation.

  4. Open Yale Courses · Source-checked annotation

    Lecture 12 - Evolutionary Stability: Social Convention, Aggression, and Cycles

    Open Yale Courses Speaker not established intermediate Duration unknown

    Applies evolutionary stability to conventions and Hawk–Dove games, then considers a setting without an evolutionarily stable population.

  5. Open Yale Courses · Source-checked annotation

    Lecture 13 - Sequential Games: Moral Hazard, Incentives, and Hungry Lions

    Open Yale Courses Speaker not established intermediate Duration unknown

    Introduces sequential decisions and backward induction through lending, incentives and commitment examples.

  6. Open Yale Courses · Source-checked annotation

    Lecture 20 - The Prisoner's Dilemma

    Open Yale Courses Speaker not established foundation Duration unknown

    Examines the prisoners’ dilemma and the commons as cases where individually attractive choices can produce a collectively worse result.

  7. Open Yale Courses · Source-checked annotation

    Lecture 6 - Nash Equilibrium: Dating and Cournot

    Open Yale Courses Speaker not established intermediate Duration unknown

    Applies Nash equilibrium to a coordination game and to Cournot competition, discussing collusion and the consequences of different market arrangements.

  8. Open Yale Courses · Source-checked annotation

    Lecture 10 - Mixed Strategies in Baseball, Dating and Paying Your Taxes

    Open Yale Courses Speaker not established intermediate Duration unknown

    Distinguishes three interpretations of mixed strategies: actual randomisation, uncertainty about a player and proportions of a population using different actions.

  9. Open Yale Courses · Source-checked annotation

    Lecture 5 - Nash Equilibrium: Bad Fashion and Bank Runs

    Open Yale Courses Speaker not established intermediate Duration unknown

    Defines Nash equilibrium and uses an investment game to examine coordination, multiple equilibria and undesirable collective outcomes.

  10. Open Yale Courses · Source-checked annotation

    Lecture 14 - Backward Induction: Commitment, Spies, and First-Mover Advantages

    Open Yale Courses Speaker not established intermediate Duration unknown

    Applies backward induction to sequential quantity competition and examines how commitment and information affect apparent first-mover advantages.

  11. Open Yale Courses · Source-checked annotation

    Lecture 10 - Evolution, Emotion, and Reason: Evolution and Rationality

    Open Yale Courses Speaker not established foundation Duration unknown

    Introduces an evolutionary perspective on psychology and discusses how evolutionary arguments are used to constrain explanations of behaviour and choice.

  12. Open Yale Courses · Source-checked annotation

    Lecture 15 - Backward Induction: Chess, Strategies, and Credible Threats

    Open Yale Courses Speaker not established intermediate Duration unknown

    Discusses solutions to finite perfect-information games, defines strategies in sequential games and examines equilibrium threats that may not be credible.

  13. Open Yale Courses · Source-checked annotation

    Lecture 10 - Virtue and Habit II

    Open Yale Courses Speaker not established foundation Duration unknown

    Continues Aristotle’s account of virtue, discusses pleasure and flow, and introduces a situationist challenge to stable character.

  14. Open Yale Courses · Source-checked annotation

    Lecture 18 - Imperfect Information: Information Sets and Sub-Game Perfection

    Open Yale Courses Speaker not established intermediate Duration unknown

    Uses information sets to represent what players cannot distinguish, then introduces subgame perfection for games with sequential and simultaneous components.

  15. MIT OpenCourseWare · Source-checked annotation

    18. Recurrent Networks

    MIT OpenCourseWare Michale Fee advanced 1 hr 19 min

    Introduces mathematical descriptions of recurrent networks in relation to memory storage and decision-making.

  16. Open Yale Courses · Source-checked annotation

    Lecture 11 - Evolutionary Stability: Cooperation, Mutation, and Equilibrium

    Open Yale Courses Speaker not established intermediate Duration unknown

    Introduces evolutionary stability and relates it to domination and Nash equilibrium. Yale flags a notation error in the informal argument and supplies a correction in the accompanying notes.

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