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Kernel Method

Kernel Method

  • Kernel Trick

Apr 03, 20251 min read

  • Computers
  • Math

Topics

  • Polynomial Kernel
  • Gaussian Kernel
  • Mercer Theorem

k(xi​,xj​)=ϕ(xi​)⊤ϕ(xj​)

  • Is a way of efficiently computing the dot product between our transformed vectors without explicitly computing ϕ, or our Non-linear Basis Function

Graph View

  • Topics
  • k(xi,xj)=ϕ(xi)⊤ϕ(xj)\displaystyle k(x_{i},x_{j})=\phi(x_{i})^{^{\top}}\phi(x_{j})k(xi​,xj​)=ϕ(xi​)⊤ϕ(xj​)

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