Martingales and Fair Games
The best forecast of tomorrow is today. A statement about fairness, not about staying still.
Given everything known up to now, the expected future value is the present value. A fair game: no expected gain, no expected loss.
is the filtration, the information available at time . Martingale-ness is always relative to an information set, which matters: a process can be a martingale to someone who knows less and not to someone who knows more.
The three cases
Martingale: , fair.
Submartingale: , drifts up, favourable.
Supermartingale: , drifts down. Your position in a casino.
Optional stopping
The theorem with the most practical bite. Under suitable conditions, for any stopping time (a rule for quitting that uses only information available at the time):
The rest of this lesson is for subscribers
Unlock every lesson in Advanced Topics in Probability and Statistics, and every other premium course.
Subscribe to continueTest your knowledge
Keep reading Advanced Topics in Probability and Statistics
35 lessons in this course, and every other premium course, on one subscription.
- Every lesson in every course, with the worked examples and interactive simulators
- Graded questions on every lesson, with explanations for the wrong answers as well as the right one
- The trainers, timed assessments and brainteaser library that go with them