Decision Making Theories & Concepts

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    Decision MakingTheories and

    Concepts

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    Decision Theories

    Interdisciplinary area of study that

    concerns analyses of decisions and their

    consequences of mathematicians,statisticians, economists, philosophers,

    managers, politicians, psychologists and

    anyone else (Annisimov, 2011).

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    GAME THEORY

    Study on how strategic interactions among

    economic agents produce outcomesbased on the preferences/utilities of those

    agents (Ross, 2010).

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    Game Theory

    Outcome depends on the decisions of two

    or more decision players, where no singledecision maker has full control over the

    outcomes (Kelly, 2003).

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    Game Theory

    Agent acts based on rationality, rationality

    is the maximization of ones payoff, thus

    the agent always act to gain as much aspossible, regardless of how if affects

    others (Scheve, 2011).

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    Basic Elements

    Utility subjective welfare that an agent

    obtains from an object or an event

    Agents act in order to maximize utility(Samuelson, 1938)

    Game situations which involve an agent

    in maximizing his utility by anticipating the

    responses to his actions by one or more

    other agents

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    Basic Elements

    Choice

    - generally fixed; large choices makes

    practical analysis more difficult Payoff

    - commonly measured by money

    Players- opponents

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    Classifications

    Games of Skill

    Games of Chance

    Games of Strategy

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    .Game theory

    Sequential move vs. Simultaneous move

    Sequential Game trees (backwardinduction reasoning)

    Simultaneous Matrices (show

    outcomes)

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    Game Theory

    Prisoners Dilemma

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    A winning strategy in competitive

    games should have a random

    component so that the opponentcant anticipate ones moves

    (Parlin, n.a).

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    Salient Criticism..

    Not all the factors are accounted for in

    defining, limiting and isolating the

    variables that influence strategy and

    outcome

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    Public Choice Theory

    James Buchanan and Gordon Tullock

    - Primary developers of the theory on their

    book Calculus andConsenton 1962

    William Riker

    - Founder of the field

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    Public Choice Theory

    Study of politics based on economic

    principles (Felkins, 1997)

    Transfers the rational actor model of

    economic theory to the realm of politics

    (Shughart II, 2008).

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    Public Choice Theory

    Related to Game Theory, SocialChoice

    Theory, andPositive Political Theory

    Assumes that people act based on self-interest and utility-maximization

    voters vote for candidates that will make

    them personally better off; bureaucrats

    strive to advance their own careers

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    Public Choice Theory

    Explains how political decision making

    results in outcomes that conflict with thepreferences of the general public (Parlin,

    n.a)

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    Pulblic Choice Theory

    Elections

    Legislatures

    Bureaucracies

    Rent-Seeking

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    Lessons

    Changing the identities of public figures

    will not produce major changes in policy

    outcomes

    Electing better people will not lead much

    to a better government

    Men are not angelsthey pursue their on

    objectives

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    In framing a government which is to be

    administered by men over men, the great

    difficulty lies in this: you must first enable

    the government to control the governed;

    and in the next place oblige it to control

    itself (Federalist, no. 51 as cited in

    Shughart II, 2008).

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    Causal Decision Theory

    A rational agent should choose that action

    which among all the alternatives has the

    maximum expected value (Armendt,

    1986).

    Recommends an option that maximizes

    utility, whose utility equals or exceeds the

    utility of all the other options (Weirich,2008)

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    Causal Decision Theory

    Contrasts Evidential Decision theory which

    concerns on conditional actions which theagent expected to bring the best outcome.

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    Expected Utility

    The probability-weighted average of its

    possible outcomes' utilities

    Possible states of the world that are

    mutually exclusive and jointly exhaustive,

    and so form a partition, generate an act's

    possible outcomes

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    Expected Utility

    Ex. Studying and Passing

    EU(S) = P(P ifS)U(S& P)+ P(~P ifS)U(S& ~P)

    EU determines the action of the agent

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    Causal Decision Theory

    Causation of the action entailscorrelation, but correlation does

    not entail causation

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    A good decision aims to produce a good

    outcome rather than evidence of a goodoutcome; CAUSAL DECISION THEORY

    aims for the good and not just signs of the

    good (Weirich, 2008).

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    Causal Decision Theory

    Prisoners Dilemma (from Game theory)

    What shall the

    prisoners do?

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    Criticisms

    Newcombs Paradox

    - portrays conflict between causal and

    evidential decision theory

    Probabilities of conditionals

    - situations considered as causal mightactually be conditional

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    Evidential Decision Theory

    Choosing the action with the highest

    expected utility (Grafstein, 1991)

    Contrasts Causal Decision theory

    - requires causal connection between

    actions and desirable outcomes

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    Expected Utility Hypothesis

    EDT is concerned on Expected Utility

    - states that the agent chooses between

    risky or uncertain prospects by comparingthe expected utility values (Mongin,

    1998).

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    Expected Utility Hypothesis

    When agents are forced to make choices

    under uncertainty, they do so bymaximizing the expected utility (Allen

    ,1987)

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    Evidential Decision Theory

    maximization of the expected utility (V )of

    an action (A) through the calculation of

    conditional probabilities (Harper, 1981)

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    Evidential Decision Theory

    Causation is difficult, information can be

    directly obtained from probabilistic

    information

    Correlation fuels EDT

    Correlation is easier to figure out that

    causation

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    Evidential Decision Theory

    Allows reaching to a correct decision

    without relying on any complex causalapparatus

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    Major Criticisms....

    An irrational policy of managing the news

    (Lewis, 1981)

    "Rational agents choose acts on the basis

    of theircausal efficacy, not their

    auspiciousness; they act to bring

    aboutgood results even when doing so

    might betoken bad news. (Joyce, 1999)

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    HenceDecision Making Theoriesinvolves a wide variety of methods in

    analyzing, explaining, and even guiding

    the future actions of the decision maker.

    However, despite the encompassing

    nature of the DMT, there still remainsunknown factors that the DM has to get

    through himself.

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