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Raven paradox

The Raven paradox is a paradox Paradox

A paradox is an apparently true [i] statement [i] or group of statements that leads t ... 

 proposed by the German Germany

Germany , officially the Federal Republic of Germany , is a country [i] in central Europe [i]. ... 

 logician Carl Gustav Hempel in the 1940s 1940s

... 

 to illustrate a problem where inductive logic violates intuition. This paradox Paradox

A paradox is an apparently true [i] statement [i] or group of statements that leads t ... 

 is also often called Hempel's paradox or Hempel's ravens.

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The Raven paradox is a paradox Paradox

A paradox is an apparently true [i] statement [i] or group of statements that leads t... 

 proposed by the German Germany

Germany , officially the Federal Republic of Germany , is a country [i] in central Europe [i]. ... 

 logician Carl Gustav Hempel in the 1940s 1940s

... 

 to illustrate a problem where inductive logic violates intuition.

This paradox Paradox

A paradox is an apparently true [i] statement [i] or group of statements that leads t... 

 is also often called Hempel's paradox or Hempel's ravens.

A statement of the problem


When numerous people over thousands of years observe something like the law of gravity Gravitation

In physics [i], gravitation or gravity is the tendency of objects with mass [i] to accelerate [i] ... 

, we tend to believe that it is true with very high probability. This type of reasoning could be summarized by the principle of induction:
  • If an instance X is observed that is consistent with theory T, then the probability that T is true increases

Hempel gives an example of the principle of induction: the theory that all raven Raven

Raven is the common name given to several large black bird [i]s of the genus [i] Corvus [i]. ... 

s are black. Suppose that we go out and examine a million ravens, and observe that they are all black.
After each observation, our belief in the theory "all ravens are black" will rise slightly. The principle of induction looks reasonable here.


Now comes the problem. The statement "all ravens are black" is logically equivalent to the statement "all non-black-things are non-ravens". If we observe a red apple Apple

The apple is a tree [i] and its pomaceous [i] fruit [i], of the species Malus domestica in the ... 

, which is a non-black, non-raven, then this observation should increase our belief that all non-black things are non-ravens and therefore that all ravens are black! This problem has been summarized as:

I never saw a purple cow
But if I were to see one
Would the probability ravens are black
Have a better chance to be one?

Proposed resolutions

Philosopher Philosophy

[i]
... 

s have offered many solutions to this violation of intuition. The American logician Nelson Goodman Nelson Goodman

Nelson Goodman was an American [i] philosopher [i], known for his work on counterfactual [i] ... 

 has suggested adding restrictions to our reasoning, such as never considering an instance as support for "All P are Q" if it would also support "No P are Q".

Other philosophers have questioned the "principle of equivalence". Perhaps the red apple should increase our belief in the theory "all non-black things are non-ravens", without increasing our belief that "all ravens are black". That suggestion has been questioned, though, on the grounds that you can't have a different degree of belief in two equivalent statements, if you know they are either both true or both false. The origin of the paradox lies in the fact that the statements "all Ravens are black" and "all non-black things are non-ravens" are indeed equivalent, while the act of finding a black raven is not at all equivalent to finding a non-black non-raven. Confusion is common when these two notions are thought to be identical.

Goodman, and later Quine Willard Van Orman Quine

Willard Van Orman Quine , usually cited as W.V.... 

, used the term projectible predicate to describe those expressions, such as raven and black, which do allow inductive generalization; non-projectible predicates are by contrast those such as non-black and non-raven which apparently do not.
Quine suggests that it is an empirical question which, if any, predicates are projectible; and notes that in an infinite domain of objects the complement of a projectible predicate ought always be non-projectible.
This would have the consequence that, although "All ravens are black" and "All non-black things are non-ravens" must be equally supported, they both derive all their support from black ravens and not from non-black non-ravens.

Some philosophers have argued that it's only our intuition that is flawed. Observing a red apple really does increase the probability that all ravens are black! After all, if someone gave you all the non-black things in the universe, and you noticed that there were no ravens in the collection, then you could indeed conclude that all ravens are black.

The example only seems counterintuitive because the set of non-black-things is far, far larger than the set of ravens. Thus observing one more non-black-thing which is not a raven should make a tiny difference to our degree of belief in the proposition compared to the difference made by observing one more raven which is black.

There is an alternative to the "principle of induction" described above.

Let X represent an instance of theory T, and I represent all of our background information.

Let represent the probability of given . Then,

This principle is known as "Bayes' theorem". It is foundational to the mathematics of probability and statistics Statistics

Statistics is a mathematical science [i] pertaining to the collection, analysis, interpretat... 

. When scientists publish analyses of experimental results and calculate that they are "statistically significant", they are implicitly using this principle.
It could be argued that this principle is a better representation of how scientists actually reason than the original "principle of induction" described above.

Using this principle, the paradox does not arise. If you ask someone to select an apple at random and show it to you, then the probability of seeing a red apple is independent of the colors of ravens. The numerator will equal the denominator, the ratio will equal one, and the probability will remain unchanged. Seeing a red apple will not affect your belief about whether all ravens are black.

If you ask someone to select a non-black-thing at random, and they show you a red apple, then the numerator will exceed the denominator by an extremely small amount.

Seeing the red apple will only slightly increase your belief that all ravens are black. You'll have to see almost every non-black-thing in the universe before your belief in "all ravens are black" increases appreciably. In both cases, the result agrees with intuition.

See also

  • Bayesian inference

References

  • Hempel, C. G. A Purely Syntactical Definition of Confirmation. J. Symb. Logic 8, 122-143, 1943.
  • Hempel, C. G. Studies in Logic and Confirmation. Mind 54, 1-26, 1945.
  • Hempel, C. G. Studies in Logic and Confirmation. II. Mind 54, 97-121, 1945.
  • Hempel, C. G. Studies in the Logic of Confirmation. In Marguerite H. Foster and , eds. Probability, Confirmation, and Simplicity. New York: Odyssey Press, 1966. Pp 145-183
  • Falletta, Nicholas. The Paradoxicon: a Collection of Contradictory Challenges, Problematical Puzzles, and Impossible Illustrations. 1983. Pp 126-131. ISBN 0-385-17932-4

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