diff --git a/rumale-manifold/lib/rumale/manifold/hessian_eigenmaps.rb b/rumale-manifold/lib/rumale/manifold/hessian_eigenmaps.rb
index 7a0a6cf9..7be866cd 100644
--- a/rumale-manifold/lib/rumale/manifold/hessian_eigenmaps.rb
+++ b/rumale-manifold/lib/rumale/manifold/hessian_eigenmaps.rb
@@ -41,9 +41,9 @@ def initialize(n_neighbors: 5, n_components: 2, reg_param: 1e-6)
 
       # Fit the model with given training data.
       #
-      # @overload fit(x) -> LocallyLinearEmbedding
+      # @overload fit(x) -> HessianEigenmaps
       #   @param x [Numo::DFloat] (shape: [n_samples, n_features]) The training data to be used for fitting the model.
-      #   @return [LocallyLinearEmbedding] The learned transformer itself.
+      #   @return [HessianEigenmaps] The learned transformer itself.
       def fit(x, _y = nil) # rubocop:disable Metrics/AbcSize
         raise 'HessianEigenmaps#fit requires Numo::Linalg but that is not loaded' unless enable_linalg?(warning: false)
 
diff --git a/rumale-manifold/lib/rumale/manifold/locally_linear_embedding.rb b/rumale-manifold/lib/rumale/manifold/locally_linear_embedding.rb
index f2a9b0f0..5ad0faba 100644
--- a/rumale-manifold/lib/rumale/manifold/locally_linear_embedding.rb
+++ b/rumale-manifold/lib/rumale/manifold/locally_linear_embedding.rb
@@ -7,7 +7,7 @@
 
 module Rumale
   module Manifold
-    # LocallyLinearEmbedding is a class that implements Loccaly Linear Embedding.
+    # LocallyLinearEmbedding is a class that implements Locally Linear Embedding.
     #
     # @example
     #   require 'numo/linalg/autoloader'