An Incremental CFS Algorithm for Clustering Large Data in Industrial Internet of Things.
Qingchen ZhangChunsheng ZhuLaurence T. YangZhikui ChenLiang ZhaoPeng LiPublished in: IEEE Trans. Ind. Informatics (2017)
Keyphrases
- k means
- input data
- clustering method
- noisy data
- clustering analysis
- synthetic datasets
- data points
- spectral clustering
- data reduction
- incremental algorithms
- data analysis
- single pass
- data collection
- data quality
- computational complexity
- similarity matrix
- high dimensional data
- cluster centers
- data clustering
- dynamic programming
- preprocessing
- multidimensional scaling
- learning algorithm
- database
- clustering result
- hierarchical clustering algorithm
- dissimilarity matrix
- data sets
- data mining
- training data
- detection algorithm
- search space
- data mining techniques
- original data
- incremental version
- clustering algorithm
- large scale data sets
- objective function
- high dimensional
- np hard
- data mining tasks
- information loss
- similarity function
- hierarchical clustering
- data distribution
- data objects
- cluster analysis
- dimensionality reduction
- knowledge discovery
- categorical data
- optimal solution
- cluster structure
- spectral methods
- missing data
- incremental clustering