Assume independent individuals and independent censoring, with the censoring law not involving the event-rate parameters. If is the survival time and its censoring time, we observe and . The exponential distribution gives
An observed event contributes , while a right-censored observation contributes , because it only says the event has not occurred by . Multiplying these survival likelihood contributions and omitting censoring factors independent of the parameters gives
Without independent censoring the censoring factors cannot generally be discarded in this way.

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