What are "weighted examples"

User137200User137200 MemberPosts:2Contributor I
Hi!! When I look at the capabilities of a Machine Learning operator with "Show Operator Info" the term "weighted examples" appears in the list. For example, the Linear Regression operator says to accept weighted examples, but K-NN does not. I wish I could understand. Thanks in advance

Answers

  • MartinLiebigMartinLiebig Administrator, Moderator, Employee, RapidMiner Certified Analyst, RapidMiner Certified Expert, University ProfessorPosts:3,438RM Data Scientist
    Hi,
    you can add a column of role weight with numbers of it. if you have a 2 in this, the algorithm gives it a statistical weight of 2. So its very similar to duplicating the row (not the same). This way you can force the algorithm to treat some examples as more important than others.

    Best,
    Martin
    - Sr. Director Data Solutions, Altair RapidMiner -
    Dortmund, Germany
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