SPSS Statistics

SPSS Statistics

Your hub for statistical analysis, data management, and data documentation. Connect, learn, and share with your peers! 

 View Only
  • 1.  Best subsets regression troubleshooting

    Posted Wed August 09, 2023 03:25 PM

    Hi, I ran best subsets using one dependent variable (continuous), an independent (continuous) variable, and seven independent (dummy-coded) variables. Only the independent (continuous) variable was shown in the results with significant predictor importance. No other variables (all the nominal-dummy coded ones) were included in the tables or graphs. Does this mean that it did not run correctly? If so, were there any other ways I should have entered the variables in the automatic linear modeling dialog box?



    ------------------------------
    Rachael Ming
    ------------------------------


  • 2.  RE: Best subsets regression troubleshooting

    Posted Wed August 09, 2023 03:58 PM
    That probably just means that that variable doesn't matter.  Try running a regression using the regular linear regression procedure with that variable added in with the other selected to see how it fares.  It could also be, simply that that variable is very highly correlation with others in the equation.

    --





  • 3.  RE: Best subsets regression troubleshooting

    Posted Fri August 11, 2023 12:37 PM

    Greetings!

    Dear @Rachael Ming

    When troubleshooting issues with Best Subsets Regression, ensure that you've correctly specified the response and predictor variables. Verify that the dataset is clean, without missing values or outliers affecting the analysis. Review the algorithm's assumptions, such as linear relationships and homoscedasticity. Consider regularization techniques like LASSO or Ridge regression if multicolumn rarity is present. Experiment with different subsets of predictors and assess model performance using cross-validation. Lastly, consult relevant statistical resources or seek guidance from experts to address any specific challenges you encounter.



    ------------------------------
    Muhammad Ahmed
    Web Developer
    GulfTech
    Dubai
    ------------------------------