templateK40 {handwriterApp}R Documentation

Cluster Template with 40 Clusters

Description

A cluster template created by 'handwriter' with K=40 clusters. This template was created from 100 handwriting samples from the CSAFE Handwriting Database. This template is suitable for casework.

Usage

templateK40

Format

A list containing the contents of the cluster template.

centers_seed

An integer for the random number generator use to select the starting cluster centers for the K-Means algorithm.

cluster

A vector of cluster assignments for each graph used to create the cluster template. The clusters are numbered sequentially 1, 2,...,K.

centers

The final cluster centers produced by the K-Means algorithm.

K

The number of clusters in the template.

n

The number of training graphs to used to create the template.

docnames

A vector that lists the training document from which each graph originated.

writers

A vector that lists the writer of each graph.

iters

The maximum number of iterations for the K-means algorithm.

changes

A vector of the number of graphs that changed clusters on each iteration of the K-means algorithm.

outlierCutoff

A vector of the outlier cutoff values calculated on each iteration of the K-means algorithm.

stop_reason

The reason the K-means algorithm terminated.

wcd

The within cluster distances on the final iteration of the K-means algorithm. More specifically, the distance between each graph and the center of the cluster to which it was assigned on each iteration. The output of 'handwriter::make_clustering_template' stores the within cluster distances on each iteration, but the previous iterations were removed here to reduce the file size.

wcss

A vector of the within-cluster sum of squares on each iteration of the K-means algorithm.

Details

'handwriter' splits handwriting samples into component shapes called graphs. The graphs are sorted into 40 clusters with a K-Means algorithm. See 'handwriter' for more details.

Examples

# view number of clusters
templateK40$K

# view number of iterations
templateK40$iters

# view cluster centers
templateK40$centers


[Package handwriterApp version 1.0.1 Index]