Update index.rst

.readthedocs.yaml

@@ -3,7 +3,11 @@ version: 2
 sphinx:
   configuration: docs/conf.py
 
+build:
+  os: ubuntu-22.04
+  tools:
+    python: "3.8"
+
 python:
-  version: 3.8
   install:
     - requirements: docs/requirements.txt

README.md

@@ -37,7 +37,7 @@ For further details on medoid Silhouette clustering with automatic cluster numbe
 
 > Lars Lenssen, Erich Schubert:  
 > **Medoid silhouette clustering with automatic cluster number selection**  
-> Information Systems (120), 2024, 102290
+> Information Systems (120), 2024, 102290  
 > <https://doi.org/10.1016/j.is.2023.102290>
 
 an earlier version was published as:

docs/index.rst

@@ -125,10 +125,10 @@ Choose the optimal number of clusters
     X, _ = fetch_openml('mnist_784', version=1, return_X_y=True, as_frame=False)
     X = X[:10000]
     diss = euclidean_distances(X)
-    bk = kmedoids.bestk(diss, 100)
-    print("Optimal number of clusters according to the Medoid Silhouette:", bk.bestk)
-    print("Medoid Silhouette over range of k:", bk.losses)
-    print("Range of k:", bk.rangek)
+    dm = kmedoids.dynmsc(diss, 100)
+    print("Optimal number of clusters according to the Medoid Silhouette:", dm.bestk)
+    print("Medoid Silhouette over range of k:", dm.losses)
+    print("Range of k:", dm.rangek)
 
 Memory Requirements
 -------------------
@@ -151,10 +151,9 @@ Implemented Algorithms
 * :ref:`FasterMSC<fastermsc>` (Lenssen and Schubert, 2022)
 * :ref:`FastMSC<fastmsc>` (Lenssen and Schubert, 2022)
 * :ref:`DynMSC<dynmsc>` (Lenssen and Schubert, 2023)
-* :ref:`Bestk<bestk>` (Lenssen and Schubert, 2023)
 * :ref:`PAMSIL<pamsil>` (Van der Laan and Pollard, 2003)
 * :ref:`PAMMEDSIL<pammedsil>` (Van der Laan and Pollard, 2003)
-* :ref:`Medoid Silhouette<medoid_silhouette>` (Van der Laan and Pollard, 2003)
+* :ref:`MedoidSilhouette<medoid_silhouette>` (Van der Laan and Pollard, 2003)
 
 Note that the k-means style "alternating" algorithm yields rather poor result quality
 (see Schubert and Rousseeuw 2021 for an example and explanation).
@@ -215,13 +214,6 @@ DynMSC
 
 .. autofunction:: dynmsc
 
-.. _Bestk:
-
-DynMSC
-=========
-
-.. autofunction:: bestk
-
 .. _PAMSIL:
 
 PAMSIL

docs/requirements.txt

@@ -1,2 +1,3 @@
 kmedoids
 scikit-learn
+sphinx-rtd-theme