Linear Classifier

Redirect to:

• Supervised Linear Model-based Classification Algorithm

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References

2004

• (Hastie et al., 2004) ⇒ Trevor Hastie, Saharon Rosset, Robert Tibshirani, and Ji Zhu. (2004). “The Entire Regularization Path for the Support Vector Machine.” In: The Journal of Machine Learning Research, 5.
  • … We start off with the simple case of a linear classifier, where our goal is to estimate a linear decision function
    • ƒ(x) = β₀+β^Tx,
  • and its associated classifier
    • Class(x) = sign[ƒ(x)].
  • There are many ways to fit such a linear classifier, including linear regression, Fisher’s linear discriminant analysis, and logistic regression

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