From Wikipedia, the free encyclopedia

Computational irreducibility is one of the main ideas proposed by Stephen Wolfram in his book A New Kind of Science.

Wolfram terms the inability to shortcut a program (e.g., a system), or otherwise describe its behavior in a simple way, "computational irreducibility". The empirical fact is that the world of simple programs contains a great diversity of behavior, but, because of undecidability, it is impossible to predict what they will do before actually running them. The idea demonstrates that there are occurrences where theory's predictions are effectively not possible. Wolfram states several phenomena are normally computationally irreducible.

Computational irreducibility explains observed limitations of existing mainstream science. In cases of computational irreducibility, only observation and experiment can be used. Computational irreducibility may also provide a scientific based resolution for free will.

• Nearly no easy theory for any behavior that seems complex.
• Complex behavior features can be captured with models that have simple underlying structures.
• An overall system's behavior based on simple structures can still exhibit behavior undescribeable by reasonable laws.

Israeli and Goldenfeld found that some less complex systems behaved simply and predictably (thus, they allowed approximations). However, more complex systems were still computationally irreducible and unpredictable. It is unknown what conditions would allow complex phenomenon to be described simply and predictably.

• Gödel’s Theorem
• Computation
• Principle of Computational Equivalence
• Artificial intelligence
• Irreducible complexity

• Weisstein, Eric W., et al., "Computational irreducibility". MathWorld -- A Wolfram Web Resource.
• Wolfram, Stephen, "A New Kind of Science". Wolfram Media, Inc., May 14, 2002. ISBN 1-57955-008-8
  • Wolfram, Stephen, "Computational irreducibility". A New Kind of Science.
  • Wolfram, Stephen, "History of computational irreducibility". A New Kind of Science.
  • Wolfram, Stephen, "History of computational irreducibility notes". A New Kind of Science.
  • Wolfram, Stephen, "Undecidability and intractability in theoretical physics". Physics Review Letters, 1985.
• Israeli, Navot, and Nigel Goldenfeld, "On computational irreducibility and the predictability of complex physical systems". Physics Review Letters, 2004.
• "Computational irreducibility". ISCID Encyclopedia of Science and Philosophy. 2004. International Society for Complexity, Information, and Design.
• "Computational irreducibility". ISAAC/EINSTein research and development.
• Berger, David, "Stephen Wolfram, A New Kind of Science". Serendip's Bookshelves.
• "Complexity is Elusive". Physics Review Letter, March 4, 2004.
• Tomasson, Gunnar, "Scientific Theory and Computational Irreducibility". A New Kind of Science: The NKS Forum.