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lines changed Original file line number Diff line number Diff line change @@ -21,6 +21,7 @@ The guide covers the following areas:
2121* <<algorithms-centrality>> -- A detailed guide to each of the centrality algorithms, including use-cases and examples.
2222* <<algorithms-community>> -- A detailed guide to each of the community detection algorithms, including use-cases and examples.
2323* <<algorithms-path-finding>> -- A detailed guide to each of the path finding algorithms, including use-cases and examples.
24+ * <<algorithms-similarity>> -- A detailed guide to each of the similarity algorithms, including use-cases and examples.
2425
2526[[introduction]]
2627== Introduction
@@ -62,6 +63,8 @@ include::../../target/generated-documentation/documentation.csv[]
6263include::algorithms-centrality.adoc[leveloffset=1]
6364include::algorithms-community.adoc[leveloffset=1]
6465include::algorithms-path-finding.adoc[leveloffset=1]
66+ include::algorithms-preprocessing.adoc[leveloffset=1]
67+ include::algorithms-similarity.adoc[leveloffset=1]
6568
6669ifndef::env-docs[]
6770== Implementers section
Original file line number Diff line number Diff line change @@ -62,6 +62,20 @@ These algorithms help find the shortest path or evaluate the availability and qu
6262* <<algorithms-yens-k-shortest-path, Yen’s K-shortest paths>> (`algo.kShortestPaths`)
6363* <<algorithms-random-walk, Random Walk>> (`algo.randomWalk`)
6464
65+ === Similarity
66+
67+ These algorithms help calculate the similarity of nodes:
68+
69+ * <<algorithms-similarity-jaccard, Jaccard Similarity>> (`algo.similarity.jaccard`)
70+ * <<algorithms-similarity-cosine, Cosine Similarity>> (`algo.similarity.cosine`)
71+ * <<algorithms-similarity-euclidean, Euclidean Distance>> (`algo.similarity.euclidean`)
72+
73+ === Preprocessing
74+
75+ These are utility functions and procedures that transform data for use further along the data pipeline:
76+
77+ ** <<algorithms-one-hot-encoding, One Hot Encoding>> (`algo.ml.oneHotEncoding`)
78+
6579// end::algorithms[]
6680
6781These procedures work either on the whole graph, or on a subgraph filtered by label and relationship-type.
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