Mathematical Modeling in Finance with Stochastic Processes

(Ben Green) #1

3.1. A COIN TOSSING EXPERIMENT 93


Tossn 71 72 73 74 75 76 77 78 79 80
H or T
Yn= +1,− 1
Tn=

∑n
i=1Yi
Tossn 81 82 83 84 85 86 87 88 89 90
H or T
Yn= +1,− 1
Tn=

∑n
i=1Yi
Tossn 91 92 93 94 95 96 97 98 99 100
H or T
Yn= +1,− 1
Tn=

∑n
i=1Yi

Some Outcomes


In an in-class experiment with 17 “gamblers”, the class members obtained
the following results:



  1. 8 gamblers reached a net loss of−10 before reaching a net gain of +10,
    that is, acheived “victory”.

  2. 7 gamblers reached a net gain of +10 before reaching a net loss of−10,
    that is, were “ruined”.

  3. 2 gamblers still had not reached a net loss of +10 or−10 yet.


This closely matches the predicted outcomes of 1/2 the gamblers being ru-
ined, and 1/2 of the gamblers being victorious.


The durations of the games were 88, 78 , 133 , 70 , 26 , 76 , 92 , 146 , 153 , 24 , 177 , 67 , 24 , 34 , 42 ,90.
The mean duration is 82.5 which is a little short of the predicted expected
duration of 100.


Sources


This section is adapted from ideas in William Feller’s classic text,An Intro-
duction to Probability Theory and Its Applications, Volume I, Third Edition.

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