For a continuous nonnegative event time with hazard function , the cumulative hazard function is
Its derivative is the instantaneous hazard wherever the derivative exists.
Writing for the survival function here, the relation with gives
This notation uses for survival rather than for the cumulative distribution function.
The continuous failure-time probability density function is the negative derivative of the survival function:
The minus sign is essential because survivor probability decreases with time.

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