What is the formal definition of a martingale sequence , , ..., ?
Conditions
- The sequence must be adapted, meaning depends only on the first events.
- The equality must hold for all time steps from to .
Reasoning, step by step
- Identify the sequence of random variables .
- Ensure the process is adapted, meaning each depends only on the information available up to time .
- Verify that the conditional expectation of the next value given the information at time equals the current value .
- Confirm this equality holds for all .
Example
The video states: 'A sequence of random variables M naught, M one to big N is a martingale if... for all , 1, , N - 1.'
Common misconceptions
- Forgetting the adaptedness condition, which requires that only depends on past and present information, not future information.
- Assuming the equality must hold for , whereas the condition is only required up to .
Watch the explanation
Connected concepts
Explore next
Related questions
A submartingale satisfies , indicating a process that tends to increase in expectation. A supermartingale satisfies , indicating a process that tends to decrease in expectation.
Conditions: Applies to discrete-time stochastic processes.; Expectation is conditional on information at time .
The risk-neutral pricing formula for a derivative with terminal payoff at time is . This means the price at time is the conditional expectation of the discounted terminal payoff.
Conditions: Used in the risk-neutral pricing setting.; Discounting uses the factor .; is the payoff at time , and is the price at time .
The constant expectation property states that the unconditional expectation of a martingale does not change over time and remains equal to its initial value. Formally, for all .
Conditions: Applies for all times in the discrete-time setting.; This is the unconditional expectation, not the conditional one.
The risk-neutral probability of the up move is computed using the formula . Given , , and , the calculation is .
Conditions: One-period binomial model with up factor , down factor , and interest rate .; to ensure .
Time consistency means that the expected future value of the martingale, conditioned on the information available today, is always equal to today's value. Formally, for all .
Conditions: Applies for all pairs of times with .; The expectation is conditional on information at time .
Answers are generated from source material and independently checked. Consult the original video or creator if something is unclear.