Skip to main content

All Questions

1 vote
2 answers
2k views

Standard error of estimated sum or product mean

Updated question: Given two sample means ($\bar X, \bar Y$) and sample standard deviations ($S_X, S_Y$) with different sample sizes ($n_X, n_Y$), I want to calculate the standard errors ($SE_\theta, ...
2 votes
1 answer
145 views

Expected Value Chi Square distribution

I'm trying to simulate the distribution from the sample variance $s^2$ and compare it with the theoretical distribution. Therefore, I perform a fairly simple simulation (upfront, I'm not a ...
5 votes
1 answer
45 views

In Regression Through the Origin, why do the CIs of the slope depend on datapoints with zero x value?

I'm working with a Regression Through the Origin model as described in this reference. The model is $Y_i = \beta X_i + \epsilon$ and the least squares estimate of $\beta$ is $\hat\beta = \frac{\sum ...
28 votes
3 answers
4k views

Confidence Interval for variance given one observation

This is a problem from the "7th Kolmogorov Student Olympiad in Probability Theory": Given one observation $X$ from a $\operatorname{Normal}(\mu,\sigma^2)$ distribution with both parameters unknown, ...
1 vote
0 answers
23 views

Metric for run-to-run consistency of time series data

If I run $n$ samples of a physical experiment, I expect to see roughly similar time vs. position plots but with slight variations run-to-run. What are good statistical metrics to quantify the ...
0 votes
0 answers
56 views

Propagation of confidence interval through subtraction of variance estimates

Consider a biochemical method which is sensitive to the concentration of reagent A. The method produces a signal with variance var(method) when reagent A is repeatedly sampled from the same stock (no ...
1 vote
1 answer
72 views

Difference between F-test and confidence intervals on variance estimates

Given n samples from a normally-distributed variable X, we estimate variance as $s^2=\frac{1}{n-1}\sum{(x_i - \bar{x})^2}$. We can also get a confidence interval for such a variance estimate as: $$...
3 votes
3 answers
157 views

Shouldn't we consider the difference in variance between population and a sample while calculating confidence intervals?

To comprehend the concept of confidence intervals, I came up with an example. I want to share it here for your better understanding what my question is all about. Suppose, we want to figure out what ...
0 votes
0 answers
54 views

Variance of powers of a standard normal random variable

To predict growth of money in a stock market I try to calculate expected return over a longer timeframe (e.g. 30 years) with a confidence interval. The simple math of taking an average stock market ...
4 votes
2 answers
310 views

For non-normally distributed random variables, why does $[\mu - 1.96 \sigma, \mu + 1.96 \sigma]$ contain $\approx$ 95% of the distribution?

My question is, if you take a random variable $X$ with an arbitrary distribution, which has a known and well defined mean & variance, then why does the following interval contain $\approx 95\% $ ...
10 votes
3 answers
715 views

How to get confidence interval for the population variance?

I have data that is reasonably assumed to be iid samples from some distribution. Our goal is to put a confidence interval on the population variance. Notationally, we have IID $X_i, i = 1, ..., n$ ...
1 vote
1 answer
134 views

How to calculate the p-value of a log-odds ratio, given that the variance depends on the observed frequencies?

I am a bit confused about how people calculate p-value when calculating odds-ratios. The log-odds ratio (LOR) for a contingency table with two entries is $L = \log \frac{p_{1}}{p_{0}}$ and has an ...
0 votes
0 answers
34 views

Why are published stats generally given as +/- standard deviation?

I've been wondering why most publications give stats as mean +/- standard deviation, even for things like measurement devices, where reproducibility is a major concern. (E.g., for a given sample, our ...
1 vote
0 answers
26 views

Probability that both the mean and sample variance are both covered by their respective confidence intervals?

I am given the question: "What is the probability that both the mean is in its confidence interval for confidence level a and the variance is in its confidence interval for confidence level a?&...
0 votes
1 answer
97 views

Intuition for estimating population standard deviation

I know how to estimate population standard deviation using a chi square distribution, but I don't know why it works. I'd like to have an intuition for the why. I've tried googling around. I always ...

15 30 50 per page
1
2 3 4 5
8