Hard and Soft Cluster Validity Indices

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Documentation for package ‘UniversalCVI’ version 1.2.0

• DESCRIPTION file.
• Package NEWS.

Help Pages

AccClust	Accuracy detection for a clustering result with known classes
CCV.IDX	Correlation Cluster Validity (CCV) index
CH.IDX	Calinski–Harabasz (CH) index
CSL.IDX	Chou-Su-Lai (CSL) index
D10_data	D10 Artificial Dataset
D1_data	D1 Artificial Dataset
D2_data	D2 Artificial Dataset
D3_data	D3 Artificial Dataset
D4_data	D4 Artificial Dataset
D5_data	D5 Artificial Dataset
D6_data	D6 Artificial Dataset
D7_data	D7 Artificial Dataset
D8_data	D8 Artificial Dataset
D9_data	D9 Artificial Dataset
DB.IDX	Davies–Bouldin (DB) and DB* (DBs) indexes
DI.IDX	Dunn index
FzzyCVIs	Fuzzy cluster validity indexes used in Wiroonsri and Preedasawakul (2023)
GC.IDX	The generalized C index
HF.IDX	HF index
Hvalid	Wiroonsri(2024) correlation-based cluster validity indices and other well-known cluster validity indices
KPBM.IDX	Modified Kernel form of Pakhira-Bandyopadhyay-Maulik (KPBM) index
KWON.IDX	KWON index
KWON2.IDX	KWON2 index
PB.IDX	Point biserial correlation (PB)
PBM.IDX	Pakhira-Bandyopadhyay-Maulik (PBM) index
plot_idx	Plots for visualizing CVIs
R1_data	R1 Artificial Dataset
R2_data	R2 Artificial Dataset
R3_data	R3 Artificial Dataset
R4_data	R4 Artificial Dataset
R5_data	R5 Artificial Dataset
R6_data	R6 Artificial Dataset
R7_data	R7 Artificial Dataset
SF.IDX	The score function
SH.IDX	Silhouette index
STRPBM.IDX	Starczewski and Pakhira-Bandyopadhyay-Maulik for crisp clustering indexes
TANG.IDX	Tang index
WL.IDX	Wu and Li (WL) index
WP.IDX	Wiroonsri and Preedasawakul (WP) index
Wvalid	Wiroonsri(2024) correlation-based cluster validity indices
XB.IDX	Xie and Beni (XB) index