Temporal Data Mining via Unsupervised Ensemble Learning

List of Tables

Table 3.1 A Taxonomy on Temporal Data Clustering Algorithms 21

Table 4.1 Summarized Consensus Functions 41

Table 4.2 Example of Clustering Ensemble (Label V) 46

Table 4.3 Exmaple of Clustering Ensemble (Hypergraphic) 46

Table 4.4 Reassigned Label 54

Table 5.1 Classification Accuracy (%) of Our HMM-Based Hybrid Meta-Clustering Ensemble on HMM-Generated Data Set 64

Table 5.2 Classification Accuracy (%) of Our HMM-Based Hybrid Meta-Clustering Ensemble on CBF Data Set 67

Table 5.3 Time Series Benchmark Information 68

Table 5.4 Classification Accuracy (%) of Clustering Algorithms on Time Series Benchmarks 69

Table 6.1 Optimal Parameter Setup of Our Approach on Time Series Benchmarks 86

Table 6.2 Classification Accuracy (%) of Clustering Algorithms ...