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V14.19 - Bootstrapping Multiple Regression in SPSS 

how2statsbook
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From Chapter 14 of my free textbook: How2statsbook.
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9 сен 2024

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Комментарии : 20   
@SPORTSCIENCEps
@SPORTSCIENCEps 3 года назад
Thank you for uploading it the video!
@barbaraolivan7970
@barbaraolivan7970 3 года назад
Thank you very much for this video! It is very helpful!
@nathanielfernando3524
@nathanielfernando3524 Год назад
Can you please explain on my there's no t value in the bootstrap result? I've been facing some difficulties in finding the answer related to this problem. Thank you
@ResearchTestable
@ResearchTestable 3 года назад
Great video. I'm wondering, is there a way to access the bootstrap samples themselves? I'd like to see the 1000 or so cases of estimates directly for various reasons.
@alinam.9697
@alinam.9697 2 года назад
Thank you for this video! If my p-value with bootstrap is significant and my CI with bootstrap includes 0.. which one should I believe and report?
@redgreen7143
@redgreen7143 6 месяцев назад
Stat faculty here. if 0 is in the confidence interval try re-running the analyses and increase the number of samples. If 0 is still in the CI, then I would not trust that your result is significant.
@ammarsheikh3348
@ammarsheikh3348 4 года назад
I want to know can we compare statistical significance with bootstrap significance? Making my question more clear, for my regression coefficient, I have b1 = -0.26(p = 0.039) regular way and b1 = -0.026(0.098) with bootstrap. What should I conclude about significance? Which significance is more valued regular significance or bootstrap significance?
@how2statsbook477
@how2statsbook477 4 года назад
Most likely, the bootstrapped results are more valid, as the "regular" way assumes normally distributed data.
@abiilovesdarciee312
@abiilovesdarciee312 4 года назад
I am doing a multiple regression and not bothering to report any confidence intervals (my lecturer didn't say I need to), so do I just select 'percentile' as opposed to BCa if I am not reporting the confidence intervals anyway? - Thanks, great video!
@how2statsbook477
@how2statsbook477 4 года назад
Yeah, should be fine, if you're not interested in the confidence intervals.
@Adriana-wl6rw
@Adriana-wl6rw 9 месяцев назад
somebody know how to get a r square value that is bootstrapped or accurate if the data is not normally distributed?
@gannechaitanya6703
@gannechaitanya6703 4 года назад
Thanks. Nice video. Which version SPSS do you have? I have SPSS 26 base and I don't find the option. I checked online and it shows that Bootstrap is a feature of SPSS 26 Base. Can you help?
@emilyb7482
@emilyb7482 4 года назад
I was wondering the same thing. It looks like SPSS has a "bootstrapping option" that's an add-on. IBM offers a two week free trial, so I am hoping I can get that to work. www.ibm.com/products/spss-statistics/pricing www.ibm.com/support/knowledgecenter/SSLVMB_24.0.0/statistics_mainhelp_ddita-gentopic5.html
@auraazaria4493
@auraazaria4493 3 года назад
Hello, thank you for the video. It helps a lot. I just want to know what reference did you used for bootstrap method?
@user-mt1zi2jy6v
@user-mt1zi2jy6v 3 года назад
Hello, Thank you for the video. Recently, I completed several multiple regression analysis with bootstrap (n = 1000). Upon the write up, I have difficulties for reporting the effect size for my predictors. If I am going to report the effect size from the results, what values should I use? Am I reporting the 'bias' values as the effect size for the predictors? or should I use the unstandardized coefficient beta which are statistically significant in the bootstrap result?
@how2statsbook477
@how2statsbook477 3 года назад
Most people in psychology report the standardized beta-weights. I prefer to report the semi-partial correlations.
@user-mt1zi2jy6v
@user-mt1zi2jy6v 3 года назад
I see! Thank you!
@melaniemuniandy3472
@melaniemuniandy3472 5 лет назад
This was very helpful- thanks! Reporting results in a table typically involves B, SE B, Standardised beta and BCa Confidence intervals - is there a way to calculate the beta for the bootstrapped results or are these perhaps the same as the beta values in the regular coefficients table? Thanks!
@how2statsbook477
@how2statsbook477 5 лет назад
In a bootstrapped analysis, the point-estimates (e.g., beta-weights) are the same as those you would obtain from the normal theory estimation approach (i.e., the "regular" approach). What changes are the standard errors, the confidence intervals and the p-values.
@melaniemuniandy3472
@melaniemuniandy3472 5 лет назад
Thanks for clarifying!
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