Jeromy Anglim's Blog: Psychology and Statistics


Monday, December 7, 2009

Multinomial Logistic Regression: SPSS Resources

This posts sets out a few Internet resources on analysing and interpreting a multinomial logistic regression.

This post concerns the situation where you have a dependent variable with three or more unordered categories.
Typical options for analysis include:
Resources for Multinomial Logistic Regression
  • David Garson's Logistic Regression Resources: The material focuses on binary logistic regression in SPSS. It does however make some mention of multinomial logistic regression. Also, many of the ideas of multinomial logistic regression can be seen as a straightforward extension of binary logistic regression.
  • UCLA provide annotated SPSS output for a multinomial logistic regression
  • Chan (PDF 2mb) provides an example of a multinomial logistic regression with SPSS tips.
  • I previously posted some resources on binary logistic regression.

13 comments:

  1. hi, i am very new to SPSS, i want to ask

    my spss version 16

    The step by step to do binary logistic is
    1. Analyze
    2. Regression
    3. Binary Logistic...

    But under the regression, my spss on display 3 choice which is
    Linear
    Curve estimation
    partial least square
    ordinal

    I read many book and search it on google, asking me to click
    1. Analyze
    2. Regression
    3. Binary Logistic...

    mengzhen89@gmail.com
    Hope you can help me
    Mengzhen

    ReplyDelete
  2. @Meng Zhe
    My guess is that you have the student version of SPSS. You might need to install an add-on module.
    I'm not sure about pricing these days, but there used to be a Grad Pack that might do what you want.

    See Regression Models
    http://www.spss.com/software/statistics/regression/

    ReplyDelete
  3. thanks you , can I have you email ? I am very new in this, i cant find any help within my city to assist me in my research that need to use Multinomial Logistic Regression. I really need help. If you are able to help me, can email me at mengzhen89@gmail.com ?

    ReplyDelete
  4. @mengzhen89 I suggest you post any questions on stats.stackexchange.com

    ReplyDelete
  5. Hello! Do you know whether I can do a repeated measures multinomial logistic regression using SPSS?

    Thank you!

    Caroline

    ReplyDelete
  6. Hi Caroline,
    I'm not sure.
    Perhaps try asking on stats.stackexchange.com

    ReplyDelete
  7. Hi Im Hiroshi. Can I borrow data to best perform the Multinomial Logistic Regression? pls send it to my email trish_perez2006@yahoo.com your help would mean a lot to me.. Thank you so much..

    ReplyDelete
    Replies
    1. Here's an example

      http://www.ats.ucla.edu/stat/R/dae/mlogit.htm with data here:

      http://www.ats.ucla.edu/stat/r/dae/mlogit.csv

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    2. Thank you Jeromy Anglim for giving me an example for the Multinomial Logistic Regression. Is it possible that i can use ordinal data with my dependent variable? As what i've read, nominal data is applicable with this test. And as I explored it, one of the assumptions is the Proper Model Specification. I don't know how to satisfy this assumption using SPSS 18. In short I'm still novice with this test. Hope you could help me all through out the test. And wish to formulate a model with my study. I have my data here but no idea how to finish this.

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  8. Hello Jeromy,

    Any suggestions for how to switch the reference group for the independent variable in multinomial logistic regression? It appears that the default is the last, and I can't seem to change it. I figured how to set the reference group for the DV, but not for the IVs.

    In addition, how do you get the n for each subgroup of the IVs? MLR does not seem to report this, but it is being requested?

    Thanks, Jamie

    ReplyDelete
  9. If you want to change the reference group on the DV, just recode the DV. E.g., If your DV was coded 0 and 1 then you could switch the coding to change the reference group like so:

    RECODE y (0=1) (1=0) INTO y_new.
    EXECUTE.

    ReplyDelete
  10. i am doing project on thyroid affected people in Guwahati city, Assam, but cannot find any way to analyse it or to convert it in SPSS. will you help me out. and what the results of SPSS shows us?

    ReplyDelete
    Replies
    1. See here: http://jeromyanglim.blogspot.com.au/2011/03/how-to-ask-me-statistics-question.html

      Delete