Orthogonal Initialization

  • simple approach to solving the problem Vanishingexploding gradients
  • when applying repeated matrix multiplications, the eigenvalues are what dictate the growth or death of the result
  • eigenvalues of orthogonal matrices have an absolute value of 1
  • no matter how many matrix multiplications the result doesen’t explode nor vanishes