From 8fbae2d27547c211a4f8d718d2ef1737ab897a28 Mon Sep 17 00:00:00 2001
From: Ahmed Gad <ahmed.f.gad@gmail.com>
Date: Wed, 31 Jan 2024 00:30:46 -0500
Subject: [PATCH 1/2] Fix link

---
 docs/source/pygad.rst | 11 +++++------
 1 file changed, 5 insertions(+), 6 deletions(-)

diff --git a/docs/source/pygad.rst b/docs/source/pygad.rst
index 174c62e..83c9cfa 100644
--- a/docs/source/pygad.rst
+++ b/docs/source/pygad.rst
@@ -119,7 +119,7 @@ The ``pygad.GA`` class constructor supports the following parameters:
    function can be passed starting from `PyGAD
    2.16.0 <https://pygad.readthedocs.io/en/latest/releases.html#pygad-2-16-0>`__.
    Check the `User-Defined Crossover, Mutation, and Parent Selection
-   Operators <https://pygad.readthedocs.io/en/latest/pygad_more.html#user-defined-crossover-mutation-and-parent-selection-operators>`__
+   Operators <https://pygad.readthedocs.io/en/latest/utils.html#user-defined-crossover-mutation-and-parent-selection-operators>`__
    section for more details about building a user-defined parent
    selection function.
 
@@ -1037,11 +1037,10 @@ Let's discuss how to do each of these steps.
 Preparing the ``fitness_func`` Parameter 
 -----------------------------------------
 
-Even though some steps in the genetic algorithm pipeline can
-work the same regardless of the problem being solved, one critical step
-is the calculation of the fitness value. There is no unique way of
-calculating the fitness value and it changes from one problem to
-another.
+Even though some steps in the genetic algorithm pipeline can work the
+same regardless of the problem being solved, one critical step is the
+calculation of the fitness value. There is no unique way of calculating
+the fitness value and it changes from one problem to another.
 
 PyGAD has a parameter called ``fitness_func`` that allows the user to
 specify a custom function/method to use when calculating the fitness.

From 30de97062b58088e040f17db5a4bfff8446c846e Mon Sep 17 00:00:00 2001
From: Ahmed Gad <ahmed.f.gad@gmail.com>
Date: Fri, 2 Feb 2024 10:38:00 -0500
Subject: [PATCH 2/2] Update citation to journal paper

---
 README.md             | 14 +++++++-------
 docs/source/index.rst | 14 +++++++-------
 2 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index 3b92277..efe5404 100644
--- a/README.md
+++ b/README.md
@@ -311,13 +311,13 @@ Find the book at these links:
 If you used PyGAD, please consider adding a citation to the following paper about PyGAD:
 
 ```
-@misc{gad2021pygad,
-      title={PyGAD: An Intuitive Genetic Algorithm Python Library}, 
-      author={Ahmed Fawzy Gad},
-      year={2021},
-      eprint={2106.06158},
-      archivePrefix={arXiv},
-      primaryClass={cs.NE}
+@article{gad2023pygad,
+  title={Pygad: An intuitive genetic algorithm python library},
+  author={Gad, Ahmed Fawzy},
+  journal={Multimedia Tools and Applications},
+  pages={1--14},
+  year={2023},
+  publisher={Springer}
 }
 ```
 
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 6fda9f4..9b2513d 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -228,13 +228,13 @@ details:
 
 .. code:: 
 
-   @misc{gad2021pygad,
-         title={PyGAD: An Intuitive Genetic Algorithm Python Library}, 
-         author={Ahmed Fawzy Gad},
-         year={2021},
-         eprint={2106.06158},
-         archivePrefix={arXiv},
-         primaryClass={cs.NE}
+   @article{gad2023pygad,
+     title={Pygad: An intuitive genetic algorithm python library},
+     author={Gad, Ahmed Fawzy},
+     journal={Multimedia Tools and Applications},
+     pages={1--14},
+     year={2023},
+     publisher={Springer}
    }