Scenario
In quantitative trading and quantitative research, candidates are frequently evaluated on probability modeling, specifically regarding Martingales / Optional Stopping Theorem.
Your Task
A gambler plays a fair coin game (P(Win)=1/2,P(Loss)=1/2). The gambler starts betting \1,anddoublestheirbetaftereveryloss($1, $2, $4, \dots, $2^{k-1})untilthefirstwin,atwhichpointtheystop.(1)Showthatifthegamblerhasunlimitedwealth,theirnetprofitatstoppingtime\tauisalwaysexactly+$1.(2)Showthatthegambler′saccumulatedwealthprocessM_nisaMartingale,butexplainwhytheOptionalStoppingTheorem(\mathbb{E}[M_\tau] = M_0 = 0$) does NOT hold, identifying which condition of Doob's theorem is violated.
Constraints
- All trials are mutually independent and identically distributed.
- Probabilities lie strictly within (0,1) unless degenerate.