Temporal Data Mining via Unsupervised Ensemble Learning

Index

‘Note: Page numbers followed by “f” indicate figures and “t” indicate tables.’

A

Adjusted Rand Index (ARI), 31, 79–80

Akaike information criterion (AIC), 3

Average linkage, 24–25

B

Bagging, 36, 77

Bayesian criterion (BIC), 3

Boosting, 36–37, 77

C

CAVIAR database, 69–70, 70f, 105, 125

Cluster-based similarity partitioning algorithm, 46–47, 47f

Clustering algorithms

defined, 19–20

density-based clustering, 26–27

hierarchical clustering, 23–26

model-based clustering, 27–30

EM algorithm, 28

Hidden Markov Model(HMM)-based hierarchical metaclustering, 29–30

Hidden Markov Model(HMM)-based hybrid partitional-hierarchical clustering, 29

overview, 20–30, 21t

partitional clustering, 20–23

validation, 30–33

Adjusted Rand Index (ARI), 31

classification accuracy, 31

Davis-Bouldin ...