What decision theory provides the best procedure for identifying the best action available to a given artificially intelligent system?

Dissertation, University of Oxford (2018)
  Copy   BIBTEX

Abstract

Decision theory has had a long-standing history in the behavioural and social sciences as a tool for constructing good approximations of human behaviour. Yet as artificially intelligent systems (AIs) grow in intellectual capacity and eventually outpace humans, decision theory becomes evermore important as a model of AI behaviour. What sort of decision procedure might an AI employ? In this work, I propose that policy-based causal decision theory (PCDT), which places a primacy on the decision-relevance of predictors and simulations of agent behaviour, may be such a procedure. I compare this account to the recently-developed functional decision theory (FDT), which is motivated by similar concerns. I also address potentially counterintuitive features of PCDT, such as its refusal to condition on observations made at certain times.

Links

PhilArchive

External links

  • This entry has no external links. Add one.
Setup an account with your affiliations in order to access resources via your University's proxy server

Through your library

Similar books and articles

Decision Theory.Lara Buchak - 2016 - In Alan Hájek & Christopher Hitchcock (eds.), The Oxford Handbook of Probability and Philosophy. Oxford: Oxford University Press.
Decision Theory and Rationality.José Luis Bermúdez - 2009 - Oxford, GB: Oxford University Press.
Some counterexamples to causal decision theory.Andy Egan - 2007 - Philosophical Review 116 (1):93-114.
Decision Theory and Morality.James Dreier - 2004 - In Piers Rawling & Al Mele (eds.), Oxford Handbook of Rationality. Oxford University Press. pp. 156--181.

Analytics

Added to PP
2018-05-18

Downloads
1,010 (#13,470)

6 months
127 (#31,002)

Historical graph of downloads
How can I increase my downloads?

Author's Profile

Samuel A. Barnett
Oxford University

Citations of this work

No citations found.

Add more citations

References found in this work

Binding and its consequences.Christopher J. G. Meacham - 2010 - Philosophical Studies 149 (1):49-71.

Add more references