diff --git a/DIRECTORY.md b/DIRECTORY.md
index 50a34802b..04459c3f9 100644
--- a/DIRECTORY.md
+++ b/DIRECTORY.md
@@ -559,9 +559,9 @@
     * [Test Knapsack](knapsack/tests/test_knapsack.py)
 
 ## Linear Algebra
-  * [Lanczos-Algorithm](linear_algebra/Lanczos-algorithm.py)
   * [Gaussian Elimination](linear_algebra/gaussian_elimination.py)
   * [Jacobi Iteration Method](linear_algebra/jacobi_iteration_method.py)
+  * [Lanczos Algorithm](linear_algebra/lanczos_algorithm.py)
   * [Lu Decomposition](linear_algebra/lu_decomposition.py)
   * Src
     * [Conjugate Gradient](linear_algebra/src/conjugate_gradient.py)