Detecting Clustering Scales with the Incremental K-Function: Comparison Tests on Actual and Simulated Geospatial Datasets.
Ran TaoJean-Claude ThillIkuho YamadaPublished in: IF&GIS (2015)
Keyphrases
- incremental clustering
- clustering method
- clustering approaches
- clustering algorithm
- synthetic datasets
- high dimensional datasets
- data mining tasks
- synthetic and real datasets
- k means
- cluster analysis
- data clustering
- hierarchical clustering
- spectral clustering
- data points
- test data
- geospatial data
- graph theoretic
- subspace clustering
- neural network
- multiscale
- pairwise
- multiple scales
- object detection
- unsupervised learning
- categorical data
- fuzzy clustering
- test cases
- self organizing maps
- data sets
- outlier detection