From 4d53fa14ee0cd615444aca6f6ba176e0ccc1b5be Mon Sep 17 00:00:00 2001
From: TheSiahxyz <164138827+TheSiahxyz@users.noreply.github.com>
Date: Mon, 29 Apr 2024 22:06:12 -0400
Subject: init

---
 .../Content/Density-based Clustering.md             | 21 +++++++++++++++++++++
 1 file changed, 21 insertions(+)
 create mode 100644 SI/Resource/Fundamentals of Data Mining/Content/Density-based Clustering.md

(limited to 'SI/Resource/Fundamentals of Data Mining/Content/Density-based Clustering.md')

diff --git a/SI/Resource/Fundamentals of Data Mining/Content/Density-based Clustering.md b/SI/Resource/Fundamentals of Data Mining/Content/Density-based Clustering.md
new file mode 100644
index 0000000..d5e11fe
--- /dev/null
+++ b/SI/Resource/Fundamentals of Data Mining/Content/Density-based Clustering.md	
@@ -0,0 +1,21 @@
+---
+id: Density-based Clustering
+aliases:
+  - Density-Based Clustering Methods
+tags: []
+---
+
+## Density-Based Clustering Methods
+
+- Clustering based on density (a **local** cluster criterion), such as
+  density-connected points
+- Major features:
+  - Discover clusters of **arbitrary** shape
+  - Handle noise
+  - One scan (only examine the local region to justify density)
+  - Need density parameters as termination condition
+- Several interesting studies:
+  - <u>[[DBSCAN]]</u>: Ester, et al.
+  - <u>[[OPTICS]]</u>: Ankerst, et al.
+  - DENCLUE: Hinneburg & D. Keim
+  - CLIQUE: Agrawal, et al.
-- 
cgit v1.2.3