Method evaluation, parameterization, and result validation in unsupervised data mining: A critical survey.
Albrecht ZimmermannPublished in: WIREs Data Mining Knowl. Discov. (2020)
Keyphrases
- data mining
- evaluation method
- gold standard
- detection method
- prior knowledge
- computationally efficient
- classification method
- significant improvement
- cost function
- dynamic programming
- experimental evaluation
- knowledge discovery
- preprocessing
- high precision
- synthetic data
- detection algorithm
- supervised methods
- mutual information
- rough sets
- knn
- classification accuracy
- probabilistic model
- k means
- multiresolution
- pairwise
- data analysis