Over-optimistic evaluation and reporting of novel cluster algorithms: an illustrative study.
Theresa UllmannAnna BeerMaximilian HünemörderThomas SeidlAnne-Laure BoulesteixPublished in: Adv. Data Anal. Classif. (2023)
Keyphrases
- computational efficiency
- combinatorial optimization
- clustering algorithm
- data sets
- computationally efficient
- empirical studies
- recently developed
- data clustering
- benchmark datasets
- data mining techniques
- computational cost
- significant improvement
- computational complexity
- data structure
- evaluation methods
- complexity analysis
- theoretical analysis
- graph theory
- times faster
- orders of magnitude
- machine learning algorithms
- data mining
- neural network