Showing posts with label Probabilistic decision-making. Show all posts
Showing posts with label Probabilistic decision-making. Show all posts

Wednesday, September 23, 2009

Decision making under risk page 144

Probabilistic
  • From wiki: is a way of expressing knowledge or belief that an event will occur or has occurred. More...

Stochastic

  • from wiki: A stochastic process is one whose behavior is non-deterministic in that a system's subsequent state is determined both by the process's predictable actions and by a random element. More...
Decision maker must consider several possible outcomes for each alternative, each with a given probability of occurance.

Thursday, September 17, 2009

Modeling with decision trees

A graphical representation of a decision.

  • A graphical representation of relationships between variables, values and outcomes.
  • Each pathway along the ‘branches’ of the tree represents a particular sequence of criteria leading to a particular outcome.
  • A multiple criteria approach.
  • Can model probabilistic decision-making.
  • Cumbersome if there are many alternative outcomes.

Probabilistic decision-making

Making a decision under risk.
  • Several outcomes could occur
  • Each outcome has a probability of occurring
  • Each outcome has a positive or negative value (payout) associated with it.
Risk analysis
  • Calculate the value of the outcome for each alternative.
  • Calculate the probability of each outcome occurring.
  • Calculate the expected value of the outcome for each alternative. (= probability x value)
  • Select the alternative with the best expected value.