Under ideal conditions where recall outcomes are binary (remembered or forgotten), the distribution follows a binomial model. Utilizing frequency to estimate probability yields an unbiased estimate, with the primary source of error stemming from the variance of the binomial distribution.
    • X represents the number of successes
    • N denotes the total number of trials
    • p denotes the true probability of success
  • The average variance per experiment is
  • The standard deviation can be used to estimate the magnitude of error:
  • In the worst-case scenario, where p equals 0.5, the error is
To achieve an error margin of 0.01 when p = 0.5, at least 2,500 trials are needed.
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Steven Lynn
Steven Lynn
喂马、劈柴、周游世界