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Apr 22 at 8:26 vote accept Subhasis Biswas
Apr 22 at 2:18 answer added Thomas Lumley timeline score: 2
Apr 21 at 15:46 comment added jbowman Distributional assumptions might have been presented in previous questions; this seems likely (to me) to be one of a series of questions, rather than a standalone.
Apr 21 at 14:45 comment added whuber The question is phrased in a general way, so please do not assume normality. The preceding comments do not offer a counterexample because any conclusion arising from a more restrictive assumption (such as Poisson or Normal or whatever) does not logically imply the assertion is false.
Apr 21 at 12:22 comment added Subhasis Biswas @Henry It acts as a counterexample, right? If so, then normality should be assumed, I guess. Then I'll have to check out the threads that solve the problem by assuming $X$ is from $N(\mu,\sigma^2)$, where $\mu$ is not known.
Apr 21 at 12:20 comment added Subhasis Biswas @User1865345 In the original question, it was not mentioned, so I couldn't presume that $X$ follows some normal distribution. However, looks like Henry has produced a counterexample.
Apr 21 at 11:53 comment added Henry For example, if $X$ follows a Poisson distribution, you might find $\bar X$ is an unbiased estimator of the variance (as well as of the mean) and has a smaller variance.
Apr 21 at 11:41 comment added User1865345 Was the distribution mentioned or not?
Apr 21 at 10:51 comment added Subhasis Biswas @User1865345 I couldn't find a direct proof of the fact that it's the minimum variance. I can prove the rest of the stuff myself, i.e computing the variance itself. Any help regarding pointing to a source would be appreciated.
Apr 21 at 10:36 comment added User1865345 Also, you can add how the other threads couldn't help Or what aspect you didn't understand. Otherwise it would likely be closed as a duplicate.
Apr 21 at 10:31 history edited User1865345 CC BY-SA 4.0
added 15 characters in body; edited tags
Apr 21 at 10:29 comment added User1865345 Okay. Thanks for your update.
Apr 21 at 10:28 comment added Subhasis Biswas @User1865345 I tried going through the relevant threads, but the answers do not seem to be exactly what I want (or they're usually beyond my current level of understanding). That's why I decided to make a fresh question.
Apr 21 at 10:24 comment added User1865345 Hello Subhasis. Welcome here. Have you checked through the relevant posts here? As common as this question is, there should be some thread(s) that could be helpful to you. Have you checked any?
S Apr 21 at 10:03 review First questions
Apr 21 at 17:39
S Apr 21 at 10:03 history asked Subhasis Biswas CC BY-SA 4.0