topic need SAS commands to compare regression slopes, for the following data set, in Statistical Procedures

need SAS commands to compare regression slopes, for the following data set,

shaterian — Wed, 31 May 2017 17:18:01 GMT

Hi
I need SAS commands to compare regression slopes,  for the following data set,
most apprericated any help... 

Options S = 40 LS = 78 NODATE center;
Data Comp;
Input Year $ Y X @@;
Cards;
1YR   3.8   4.5  2YR   6.8   4.5
1YR   6.2   7.5  2YR  15.2  16.5
1YR   7.2   9.5  2YR   8.5   8.0
1YR   8.7  10.5  2YR   9.1   9.5
1YR  10.2  13.0  2YR  12.0  11.5
1YR  13.5  16.0  2YR  12.6  13.0
                 2YR  13.3  14.0
;
Regards
Javad

Re: need SAS commands to compare regression slopes, for the following data set,

Rick_SAS — Wed, 31 May 2017 17:41:34 GMT

I assume you want a model like this:

proc glm data=Comp;
class Year;
model Y = X | Year / solution;
run;

and then look at the parameter estimates. The estimate for X gives the baseline estimate (for Year=2Yr) and the estimate of the interaction term (X*(Year=1Yr) gives the incremental increase in for the Year=1Yr group.

Re: need SAS commands to compare regression slopes, for the following data set,

shaterian — Wed, 31 May 2017 20:29:18 GMT

Mr Rick

Thanks a lot, for the commands,

I guess I am almost close to the comparsion but not yet though.

I got estimates for different years, but NOT being compared

There letter B in separate columb, it seem there are non-formality implied there?

Source DF Type I SS Mean Square F Value Pr > F X Year X*Year

1	118.6625502	118.6625502	493.32	<.0001
1	14.8438739	14.8438739	61.71	<.0001
1	0.3717842	0.3717842	1.55	0.2452

Source DF Type III SS Mean Square F Value Pr > F X Year X*Year

1	108.3875717	108.3875717	450.60	<.0001
1	3.4568736	3.4568736	14.37	0.0043
1	0.3717842	0.3717842	1.55	0.2452

Parameter Estimate Standard
Error t Value Pr > |t| Intercept X Year 1YR Year 2YR X*Year 1YR X*Year 2YR

2.980191458	B	0.57828994	5.15	0.0006
0.735567010	B	0.04979763	14.77	<.0001
-3.122248485	B	0.82360741	-3.79	0.0043
0.000000000	B	.	.	.
0.091520566	B	0.07361525	1.24	0.2452
0.000000000	B	.	.	.

looking at a similar question, I found the following commands but not working as it is: what do you think ?

ROC REG;
Model Y = X test b=the slope of model A ;
run;

Re: need SAS commands to compare regression slopes, for the following data set,

Rick_SAS — Wed, 31 May 2017 23:44:33 GMT

Sorry, I thought you wanted the values of the slopes. If you want to test whether the slopes are statistically different, you can do a hypothesis test, as described in this SAS Note. For your data it would look like

ESTIMATE '1Yr VS 2Yr' Year 1 -1;

Yes, the "B" indicate the reference levels for the GLM parameterization. You can read about how to interpret the /SOLUTION output in the same SAS note.

Re: need SAS commands to compare regression slopes, for the following data set,

shaterian — Thu, 01 Jun 2017 01:13:59 GMT

Thanks once again,

you are very helpful

great reminder of what I was doing years ago, with contrast and estimate

Best Regards

Javad

Re: need SAS commands to compare regression slopes, for the following data set,

shaterian — Thu, 01 Jun 2017 19:25:00 GMT

Hi Rick

I was wondering if I can use estimate or contrast slopes of two years ( B1 vs B2) from regression lines, which are not titled in the data

any comment on these commands :

PROC REG;
Model Y = X test b=the slope of model A ;
run;

Yi = B0 + B1x + µ

Yii = B0 + B2x + µ

'B1 vs B2' ??

Thanks

Javad

Re: need SAS commands to compare regression slopes, for the following data set,

Rick_SAS — Thu, 01 Jun 2017 19:38:34 GMT

I don't understand why you are now using PROC REG. Perhaps this is a different question. My guess is that you are asking for a hypothesis test to see if it is likely that a parameter estimate equals some value of the parameter. The TEST statement in PROC REG runs an F test for that hypothesis:

proc reg data=sashelp.class plots=none;
   model weight = height;
   H4: test height=4;     /* F test for H0: b1=4 */
run;
quit;

Re: need SAS commands to compare regression slopes, for the following data set,

sld — Thu, 01 Jun 2017 20:27:07 GMT

I'm not sure that this is an answer to the original question, but...to obtain estimates of intercepts and slopes for both regressions (without algebra or ESTIMATE statements) and an easy way to test whether slopes are equal; plus testing slope equal to a particular value:

/* Fit reparameterized ANCOVA model that directly provides estimates of intercepts and slopes.
   Note use of NOINT in combination with different fixed effects terms. */
proc glimmix data=comp;
 class year;
 model y = year x*year / noint solution;
 estimate "Slope comparison 1YR versus 2YR" x*year 1 -1;
 store out=comp_model;
 run;
/* Test hypotheses that a particular slope is equal to a particular value */
proc plm restore=comp_model;
 estimate "1YR slope= 0" x*year 1 / testvalue= 0; /* compare to solution output in model above */
 estimate "1YR slope= -3" x*year 1 / testvalue= -3;
 run;

(I got the PLM tip from Kathleen Kiernan at SAS.)

Re: need SAS commands to compare regression slopes, for the following data set,

shaterian — Tue, 06 Jun 2017 18:32:25 GMT

Many thanks to Rick and SLD

I was wondering where I can find more info. on the use of Proc glimix and

Proc plm restore comands

I mean paricularity of their usages in experiment setting and analysis

Re: need SAS commands to compare regression slopes, for the following data set,

sld — Tue, 06 Jun 2017 18:49:15 GMT

Here are some resource ideas:

1. www.lexjansen.com provides a fabulously easy way to search all of the SAS user group proceedings, including SGF. Try "plm" or "glimmix" in the search window.

2. https://www.sas.com/store/books/categories/usage-and-reference/sas-for-mixed-models-second-edition/prodBK_59882_en.html uses MIXED primarily, but the concepts and usage can be extended to GLIMMIX. The 3rd ed http://support.sas.com/publishing/authors/stroup.html is due out later this year and will feature lots of GLIMMIX.

3. https://www.crcpress.com/Generalized-Linear-Mixed-Models-Modern-Concepts-Methods-and-Applications/Stroup/p/book/9781439815120 by Walt Stroup

Re: need SAS commands to compare regression slopes, for the following data set,

shaterian — Tue, 06 Jun 2017 19:15:45 GMT

Thanks

SLD

You are great ..

Javad

Re: need SAS commands to compare regression slopes, for the following data set,

sld — Tue, 06 Jun 2017 19:18:11 GMT

You are welcome 🙂

Re: need SAS commands to compare regression slopes, for the following data set,

user20 — Wed, 16 Aug 2023 05:31:57 GMT

Hi Rick, I know this is a very old post, but I think to test whether the slopes are statistically different in the context of this question, we need to do
ESTIMATE '1Yr VS 2Yr' X*Year 1 -1;

Am I correct?

Re: need SAS commands to compare regression slopes, for the following data set,

Rick_SAS — Wed, 16 Aug 2023 09:55:25 GMT

Yes, this is a very old post, and I don't want to open it for further discussion. The thread discusses several different models and goals and also contains some mistakes. If you want to understand how to formulate an ESTIMATE statement, see http://support.sas.com/kb/38/384.html

If you have questions that are not covered in the SAS KB article, feel free to open a new thread and post your code, model, and sample data.