1 files changed, 3 insertions, 3 deletions
diff --git a/p-spin.hpp b/p-spin.hpp
index 1ed4d8e..a522aee 100644
--- a/p-spin.hpp
+++ b/p-spin.hpp
@@ -24,7 +24,7 @@ std::tuple<Scalar, Vector, Matrix> hamGradHess(const Tensor& J, const Vector& z)
 
   Matrix hessian = ((p - 1) * p / f) * Jz;
   Vector gradient = (p / f) * Jzz;
-  Scalar hamiltonian = (1 / f) * Jzz.dot(z);
+  Scalar hamiltonian = (1 / f) * Jzz.transpose() * z;
 
   return {hamiltonian, gradient, hessian};
 }
@@ -34,10 +34,10 @@ std::tuple<double, Vector> WdW(const Tensor& J, const Vector& z) {
   Matrix hessian;
   std::tie(std::ignore, gradient, hessian) = hamGradHess(J, z);
 
-  Vector projectedGradient = gradient - (gradient.dot(z) / (double)z.size()) * z;
+  Vector projectedGradient = (gradient - ((Scalar)(gradient.transpose() * z) / (double)z.size()) * z).conjugate();
 
   double W = projectedGradient.cwiseAbs2().sum();
-  Vector dW = hessian.conjugate() * projectedGradient;
+  Vector dW = hessian * projectedGradient - ((z.transpose() * gradient) * projectedGradient + (z.transpose() * projectedGradient) * (gradient + hessian * z)) / (double)z.size();
 
   return {W, dW};
 }