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Problem of classifying instances into one of three or more classes

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dbo:description
  • és el problema de classificar les instàncies en una de tres o més classes. (ca)
  • مساله‌ی افراز داده‌ها به سه رده یا بیش‌تر (fa)
  • problem of classifying instances into one of three or more classes (en)
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  • For any , Equivalently, if all are non-zero: (en)
  • If all probabilities are fixed, for any and we have Equivalently, if all are non-zero: (en)
  • The model of is random if and only if the confusion matrix is of rank 1. (en)
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  • Definition (en)
  • Proposition (en)
  • Corollary (en)
  • Theorem (en)
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  • . By dividing by and subtracting 1, we deduce the second formulation. (en)
  • is a random model of if and only if we have for any and , which is equivalent to for any and . All the columns of the confusion matrix are then proportional to the non-zero vector , which implies that the confusion matrix is of rank 1. Conversely, if this matrix is of rank 1, the non-zero columns of the matrix are proportional to each other, and therefore proportional to their sum . So there exists a family of numbers such that for any and . Summing this equations over gives , hence for any and . (en)
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  • Proof (en)
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rdfs:label
  • Multiclass classification (en)
  • Classification en classes multiples (fr)
  • 多元分类 (zh)
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