Talk About Network

Google





Education > Statistics > Re: Binary Logi...
Latest [ Topics | Posts ] Archive Post A New Topic Post a Reply
<< Topic < Post Post 4 of 4 Topic 3397 of 3670
Post > Topic >>

Re: Binary Logistic Regression Lack of Fit

by Paul Rubin <rubin@[EMAIL PROTECTED] > Mar 21, 2008 at 08:56 PM

Frank E Harrell Jr wrote:
> Paul Rubin wrote:
>> Bob wrote:
>>> What is the impact of a significant (p < .05)  Hosmer-Lemeshow
>>> goodness of fit test on the parameter estimates of a binary logistic
>>> regression model? Thanks!
>>
>> I'm not sure it's appropriate to think in terms of the parameter 
>> estimates.  Rejection of the null hypothesis indicates that the binary 
>> logistic model is inappropriate (subject to the usual qualifier about 
>> Type I risk).  I suppose that might be due to estimation error, but my 
>> first inclination would be to interpret it as indicating model 
>> misspecification -- wrong combination of variables, wrong functional 
>> form, maybe wrong link function.
>>
>> /Paul
> 
> This test is now obsolete and should be replaced with guided tests of 
> departures from the model (relaxing the linearity or additivity 
> assumptions) or by the following which is implemented in the R and 
> S-Plus Design package's residuals.lrm function -Frank Harrell
> 
> 
> @[EMAIL PROTECTED]
>   author = {Hosmer, D. W. and Hosmer, T. and {le Cessie}, S. and 
> Lemeshow, S.},
>   year = 1997,
>   title = {A comparison of goodness-of-fit tests for the logistic 
> regression
>           model},
>   journal = Stat in Med,
>   volume = 16,
>   pages = {965-980},
>   annote = {goodness-of-fit for binary logistic model;difficulty with
>            Hosmer-Lemeshow statistic being dependent on how groups are
>            defined;sum of squares test;***ulative sum test;invalidity of

> naive
>            test based on deviance;goodness-of-link function;simulation 
> setup}

Thanks for the citation.

/Paul
 




 4 Posts in Topic:
Binary Logistic Regression Lack of Fit
Bob <rdsutterjr@[EMAIL  2008-03-20 13:05:33 
Re: Binary Logistic Regression Lack of Fit
Paul Rubin <rubin@[EMA  2008-03-20 21:43:01 
Re: Binary Logistic Regression Lack of Fit
Frank E Harrell Jr <f.  2008-03-21 10:53:15 
Re: Binary Logistic Regression Lack of Fit
Paul Rubin <rubin@[EMA  2008-03-21 20:56:46 

Post A Reply:
  Go here to Signup

AddThis Feed Button


About - Advertising - Contact - Frequently Asked Questions - Privacy Policy - Terms of Use - Signup

Contact
localhost-V2008-12-19 Fri Jan 9 6:17:17 PST 2009.