Final models from caret's train function

Previous Topic Next Topic
 
classic Classic list List threaded Threaded
1 message Options
Reply | Threaded
Open this post in threaded view
|

Final models from caret's train function

Patrick Connolly-4
Using caret on the Titanic data from Kaggle, I tried various models,
including rfRules which produces a model, partly described as such:

         
> caret.rfRules.cv$finalModel
$model
      len freq     err                
 [1,] "2" "0.0368" "0"                
 [2,] "2" "0.032"  "0.05"              
 [3,] "2" "0.1824" "0.0526315789473685"
 [4,] "4" "0.0656" "0.0975609756097561"
 [5,] "4" "0.0304" "0.105263157894737"
 [6,] "3" "0.4384" "0.105839416058394"
 [7,] "3" "0.0112" "0.142857142857143"
 [8,] "4" "0.0256" "0.1875"            
 [9,] "3" "0.1088" "0.279411764705882"
[10,] "3" "0.056"  "0.342857142857143"
[11,] "1" "0.0128" "0.25"              
      condition                                                           pred
 [1,] "X[,4]<=7 & X[,11]<=4.5"                                            "1"
 [2,] "X[,7]<=31.33125 & X[,11]>4.5"                                      "0"
 [3,] "X[,2]<=0.5 & X[,3]<=0.5"                                           "1"
 [4,] "X[,2]>0.5 & X[,4]<=30.5 & X[,5]>0.5 & X[,9]>0.5"                   "0"
 [5,] "X[,3]<=0.5 & X[,4]<=30.2031919426199 & X[,4]>21.5 & X[,9]<=0.5"    "1"
 [6,] "X[,3]>0.5 & X[,4]>9.5 & X[,7]<=26.26875"                           "0"
 [7,] "X[,2]>0.5 & X[,7]>13.90835 & X[,7]<=15.3729"                       "0"
 [8,] "X[,4]<=40.8653667208804 & X[,4]>25 & X[,7]>26.14375 & X[,11]<=1.5" "1"
 [9,] "X[,3]>0.5 & X[,4]>8.16718191075288 & X[,4]<=77"                    "0"
[10,] "X[,3]<=0.5 & X[,4]<=38.5 & X[,4]>12.5"                             "1"
[11,] "X[,1]==X[,1]"                                                      "0"

[...]

Does that 11th row make sense?  X[,1]==X[,1] will always be true, so
is that saying anything?  Or is it a case of a model for prediction
being useless for inference?


> version
               _                          
platform       x86_64-pc-linux-gnu        
arch           x86_64                      
os             linux-gnu                  
system         x86_64, linux-gnu          
status                                    
major          3                          
minor          4.1                        
year           2017                        
month          06                          
day            30                          
svn rev        72865                      
language       R                          
version.string R version 3.4.1 (2017-06-30)
nickname       Single Candle    

--
~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.  
   ___    Patrick Connolly  
 {~._.~}                   Great minds discuss ideas    
 _( Y )_           Average minds discuss events
(:_~*~_:)                  Small minds discuss people  
 (_)-(_)                        ..... Eleanor Roosevelt
         
~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.~.

______________________________________________
[hidden email] mailing list -- To UNSUBSCRIBE and more, see
https://stat.ethz.ch/mailman/listinfo/r-help
PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
and provide commented, minimal, self-contained, reproducible code.