Decision theory

Wagrez's "The Judgement of Paris": Paris, dressed in medieval livery and holding the apple of discord, chats with Athena, Aphrodite, and Hera.
The mythological judgement of Paris required selecting from three incomparable alternatives (the goddesses shown).

Decision theory (or the theory of choice) is a branch of applied probability theory and analytic philosophy concerned with the theory of making decisions based on assigning probabilities to various factors and assigning numerical consequences to the outcome.[1]

There are three branches of decision theory:

  1. Normative decision theory: Concerned with the identification of optimal decisions, where optimality is often determined by considering an ideal decision-maker who is able to calculate with perfect accuracy and is in some sense fully rational.
  2. Prescriptive decision theory: Concerned with describing observed behaviors through the use of conceptual models, under the assumption that those making the decisions are behaving under some consistent rules.
  3. Descriptive decision theory: Analyzes how individuals actually make the decisions that they do.

Decision theory is a broad field from management sciences and is an interdisciplinary topic, studied by management scientists, medical researchers, mathematicians, data scientists, psychologists, biologists,[2] social scientists, philosophers[3] and computer scientists.

Empirical applications of this theory are usually done with the help of statistical and discrete mathematical approaches from computer science.

  1. ^ "Decision theory Definition and meaning". Dictionary.com. Retrieved 2022-04-02.
  2. ^ Habibi I, Cheong R, Lipniacki T, Levchenko A, Emamian ES, Abdi A (April 2017). "Computation and measurement of cell decision making errors using single cell data". PLOS Computational Biology. 13 (4): e1005436. Bibcode:2017PLSCB..13E5436H. doi:10.1371/journal.pcbi.1005436. PMC 5397092. PMID 28379950. Retrieved 2022-04-02.
  3. ^ Hansson, Sven Ove. "Decision theory: A brief introduction." (2005) Section 1.2: A truly interdisciplinary subject.

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