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Martingale (probability theory)
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===Examples of submartingales and supermartingales=== * Every martingale is also a submartingale and a supermartingale. Conversely, any stochastic process that is ''both'' a submartingale and a supermartingale is a martingale. * Consider again the gambler who wins $1 when a coin comes up heads and loses $1 when the coin comes up tails. Suppose now that the coin may be biased, so that it comes up heads with probability ''p''. ** If ''p'' is equal to 1/2, the gambler on average neither wins nor loses money, and the gambler's fortune over time is a martingale. ** If ''p'' is less than 1/2, the gambler loses money on average, and the gambler's fortune over time is a supermartingale. ** If ''p'' is greater than 1/2, the gambler wins money on average, and the gambler's fortune over time is a submartingale. * A [[convex function]] of a martingale is a submartingale, by [[Jensen's inequality]]. For example, the square of the gambler's fortune in the fair coin game is a submartingale (which also follows from the fact that ''X<sub>n</sub>''<sup>2</sup> β ''n'' is a martingale). Similarly, a [[concave function]] of a martingale is a supermartingale.
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