Confidence bands for rqss quantile smoothed effects

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Theo Mouton

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May 29, 2017, 7:47:40 PM5/29/17
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Hi all,

 

I am using the “rqss” method in geom_quantile to plot additive quantile regression curves on a variety of plots. In the quantreg package an option is available to plot confidence bands for the smoothed effects. Is there any way I could plot these same confidence bands on a ggplot?

I have more than 40 graphs to plot and would really like to be able to use ggplots instead of normal R plots.

 

Thanks,

 

TM


Theo Mouton
Freshwater Research Assistant
+64-7-859-1889 | Gate 10 Silverdale Road, Hillcrest, Hamilton | www.niwa.co.nz
NIWA
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Ben Bolker

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May 29, 2017, 7:51:40 PM5/29/17
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figure out how to extract the y-values of the lower and upper confidence intervals for every predicted point, and take a look at ?geom_ribbon ...

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Theo Mouton

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May 29, 2017, 8:12:12 PM5/29/17
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Thanks Ben for your answer.

 

Attached is the summary of my rqss model.  I am not familiar with using geom_ribbon and when using this code bellow, geom_ribbon applies to my points, not the geom_quantile line. Any help would be greatly appreciated.

 

pe<-ggplot(data=H1a, aes(x = shade,y = V1))

pe<- pe + geom_point()

pe<- pe + geom_quantile(method="rqss", quantiles = 0.99, lambda=15, linejoin = "round", lineend = "round")

pe <- pe + geom_ribbon(aes(ymin = V1-2.47, ymax = V1+2.47), alpha=0.2)

 


Theo Mouton
Freshwater Research Assistant
+64-7-859-1889 | Gate 10 Silverdale Road, Hillcrest, Hamilton | www.niwa.co.nz
NIWA
To ensure compliance with legal requirements and to maintain cyber security standards, NIWA's IT systems are subject to ongoing monitoring, activity logging and auditing. This monitoring and auditing service may be provided by third parties. Such third parties can access information transmitted to, processed by and stored on NIWA's IT systems.

From: Ben Bolker [mailto:bbo...@gmail.com]
Sent: Tuesday, 30 May 2017 11:51 a.m.
To: Theo Mouton <Theo....@niwa.co.nz>
Cc: ggp...@googlegroups.com
Subject: Re: Confidence bands for rqss quantile smoothed effects

 

figure out how to extract the y-values of the lower and upper confidence intervals for every predicted point, and take a look at ?geom_ribbon ...

On Mon, May 29, 2017 at 7:47 PM, Theo Mouton <Theo....@niwa.co.nz> wrote:

Hi all,

 

I am using the “rqss” method in geom_quantile to plot additive quantile regression curves on a variety of plots. In the quantreg package an option is available to plot confidence bands for the smoothed effects. Is there any way I could plot these same confidence bands on a ggplot?

I have more than 40 graphs to plot and would really like to be able to use ggplots instead of normal R plots.

 

Thanks,

 

TM

 

Theo Mouton

Freshwater Research Assistant

 

+64-7-859-1889 | Gate 10 Silverdale Road, Hillcrest, Hamilton | www.niwa.co.nz

 

NIWA

 

To ensure compliance with legal requirements and to maintain cyber security standards, NIWA's IT systems are subject to ongoing monitoring, activity logging and auditing. This monitoring and auditing service may be provided by third parties. Such third parties can access information transmitted to, processed by and stored on NIWA's IT systems.

 



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