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Decision trees - list of misclassified instances

PedroMPedroM Member Posts: 3 Contributor I
edited June 2019 in Help
Hello all,

I've just created a classifier based on a decision tree here in RapidMiner, and used X-validation to measure its accuracy.
After running the process a confusion matrix was created, showing a small number of misclassified instances. I would like to know which instances are those (not just the number), but I couldn't find how to do it  >:(
Can someone please help me with this?

Thank you very much!
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Answers

  • steffensteffen Member Posts: 347 Maven
    Hello Pedro

    Are you angry about yourself ? ;)

    If you make a breakpoint after the "modelapplier"-operator (select the operator and right-click to see this option), you can see that you both the predicted and the original label available before the confusion matrix is calculated. If this is not enough, you can use tthe operator ...

    - "Filter Examples" with the wrong/correct prediction option to filter the erroneous
    - use a "Write"-Operator to write them out

    hope this was helpful,

    steffen
  • PedroMPedroM Member Posts: 3 Contributor I
    Hi Steffen,

    That was very helpful, thanks! Your first solution really does the job, but I'd prefer the second one (more elegant) if only I could make it work.
    The problem is that when I write the prediction to an xls file, only one of the iterations of the X-validation shows up. The "Write as Text" operator seems to be the only one to append the info of all iterations, but it is hard to read.
    Is there any obvious workaround to deal with is? Otherwise, no problem, I will compile the information I already have manually.

    Once again, thx for your help,
    Pedro
     
  • IngoRMIngoRM Employee-RapidMiner, RapidMiner Certified Analyst, RapidMiner Certified Expert, Community Manager, RMResearcher, Member, University Professor Posts: 1,751 RM Founder
    Hi,

    this could sound like magic right now but just try to add

    %{a}

    somewhere in the filename you used for writing the XLS file. After that you will end up with k files - one for each iteration. Welcome to the world of RapidMiner macros  ;)

    Cheers,
    Ingo
  • PedroMPedroM Member Posts: 3 Contributor I
    Cool! It worked out just perfect  ;)

    Thanks Ingo and Steffen for your valuable inputs.

    Greetings,
    Pedro
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