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  1. What's the purpose of autocorrelation? - Cross Validated

    Sep 16, 2019 · 10 First, I think you mean what is the purpose of evaluating autocorrelation and dealing with it. If you really mean the "purpose of autocorrelation" then that's philosophy, not statistics. …

  2. r - Why does including latitude and longitude in a GAM account for ...

    To account for spatial-autocorrelation, I have included latitude and longitude as a smoothed, interaction term (i.e. s (x,y)). I've based this on reading many papers where the authors say 'to account for …

  3. Spatial autocorrelation correction with glmmTMB - Cross Validated

    Apr 19, 2023 · Interestingly with this small dataset, exp(pos + 0 |group) seems to work whether I define group as a dummy variable or as my site IDs, but with different results. In both cases, the …

  4. How to test the autocorrelation of the residuals?

    You don't need to test for autocorrelation. It is there. The plot shows that. You could look at the autocorrelation function of these residuals (function acf()), but this will simply confirm what can be …

  5. autocorrelation - What does it mean for a time series to be ...

    May 17, 2023 · I am familiar with computing the autocorrelation function of a time series as a function of time lag, but I am not sure what it means for a time series to itself be autocorrelated.

  6. least squares - If you run OLS regression on cross sectional data ...

    Let's try to rephrase this without using the terms serial correlation or autocorrelation. The dependent variable of a regression model has a conditional variance matrix, ie conditional on the independent …

  7. r - How to interpret autocorrelation - Cross Validated

    I have calculated autocorrelation on time series data on the patterns of movement of a fish based on its positions: X (x.ts) and Y (y.ts). By using R, I ran the following functions and produced the

  8. Why autocorrelation affects OLS coefficient standard errors?

    It seems that OLS residuals autocorrelation is not always an issue, depending on the problem at hand. But why residuals autocorrelation would affect the coefficient standard errors? From the Wikipe...

  9. Understanding the blue dotted lines in an ACF from R

    Nov 16, 2017 · I'm having a bit of trouble understanding the blue dotted lines in the following picture of autocorrelation function: Could someone give me a simple explanation, what they are telling me?

  10. How to interpret autocorrelation of residuals and what to do with it?

    Apr 10, 2013 · I was wondering what does it mean when time series residuals have autocorrelation? How should I deal with it?