Table 1.
Similarity Measures for continuous data (in time complexity, n is the number of dimensions of x and y).
Fig 1.
Overview of experimental study.
Fig 2.
Arrangement of experiments.
Table 2.
Rand Index values used for ANOVA test (in the table HAverage stands for Hierarchical Average algorithm and HSingle stands for Hierarchical Single link).
Table 3.
ANOVA results for k-means.
Table 4.
ANOVA results for k-medoids.
Table 5.
ANOVA results for HSingle.
Table 6.
ANOVA results for HSingle.
Table 7.
Dataset Details.
Fig 3.
K-means color scale table for normalized Rand index values (green represents the highest and it changes to red, which is the lowest Rand index value).
Fig 4.
K-medoids color scale table for normalized Rand index values (green is the highest and changes color to red, which is the lowest Rand index value).
Fig 5.
Sample box charts for k-means iteration counts created with a collection of normalized results after 100 times of repeating the algorithm for each similarity measure and dataset.
Fig 6.
Color scale table for iteration count mean and variance (green is the lowest and it changes color to red, which shows the greatest iteration count value).
Fig 7.
Bar chart of normalized Rand index values for selected datasets using the Single-link algorithm.
Fig 8.
Bar chart of normalized Rand index values for selected datasets using the Group Average algorithm.
Fig 9.
Color scale table of normalized Rand index values for the Single-link method (green is the highest and it changes color to red, which represents the lowest Rand index value).
Fig 10.
Color scale table of normalized Rand index values for Group Average (green is the highest and it changes color to red, which signifies the lowest Rand index value).
Fig 11.
Overall RI Average.
Fig 12.
Average RI for four algorithms.