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Questions tagged [weighted-variance]

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Monte Carlo simulation with Importance Sampling - variance of estimator vs weighted variance

I am using Monte Carlo simulations associated with Importance Sampling and I have some difficulties interpretating the variance estimator: Using a dummy example extracted from here, I use Monte Carlo ...
la_turz's user avatar
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Prediction Interval formula for WLS regression

I have been unable to find a non-matrix notation formula to calculate prediction interval for a weighted least squares regression. For OLS, I have $$y = \hat y \pm t\times \sqrt{\left(\textrm{MSE}\...
Laurie's user avatar
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What is the (Ratio estimator for the) covariance of two weighted means? [closed]

In a previous question I've asked How to estimate the (approximate) variance of the weighted mean?, specifically, how to prove the following formula: $$ \widehat{\sigma_{\bar{y}_w}^2} = \frac{1}{(\sum{...
Tal Galili's user avatar
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Calculating weights for a weighted least squares regression on a differenced time series

I am looking for guidance on whether I am approaching my problem correctly. I have an annual time series { $x_{1}$, $x_{2}$, ..., $x_{t-1}$, $x_{t}$ }, where each observation is the estimated median ...
squeegee's user avatar
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2 answers
108 views

Approximate distribution of test statistic for weighted sample mean

Let $$ R_{i}(t) \sim \mathcal{N}(\mu_i, \sigma_i^2), $$ denote the one period return distribution for asset $i$, from which we observe the iid samples $\{R_i(t)\}_{t=1}^{n_i}$. The MLE sample mean and ...
Pontus Hultkrantz's user avatar
7 votes
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In Ordinary Least Square (OLS) estimation: is the slope actually an "Inverse-variance weighting" estimator?

I am suspecting the answer is yes, but I'd appreciate help in proving it (even though we know that the estimator is BLUE, so it should probably hold). For context: An Inverse-variance weighting is ...
Tal Galili's user avatar
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2 votes
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Variance in variance-weighted variance estimate?

Apologies for the confusing title, but I couldn't resist. Much can and has been said about computing the unbiased variance using a sample of points, weighting by the variances of each point (for ...
astrobenji's user avatar
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How to estimate the (approximate) variance of the weighted mean?

Background: weighted mean In the context of survey statistics it so happens that a sample of respondents from a survey are fit some weights to adjust their answers to the general population. These ...
Tal Galili's user avatar
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