Anomaly detection in streaming data: A comparison and evaluation study

Statistical Comparisons of Classifiers over Multiple Data Sets

Janez Demšar · 2006 · 11.2K citations

Data Classification, Classification Method, Engineering +13

Comparing partitions

Lawrence J. Hubert, Phipps Arabie · Journal of Classification · 1985 · 7.4K citations

Practical Bayesian Optimization of Machine Learning Algorithms

Jasper Snoek, Hugo Larochelle, Ryan P. Adams · arXiv (Cornell University) · 2012 · 5.6K citations · Full text

Artificial Intelligence, Model Optimization, Hyperparameter Estimation +11

LOF

Markus Breunig, Hans‐Peter Kriegel, Raymond T. Ng et al. · ACM SIGMOD Record · 2000 · 5.1K citations

Anomaly Detection, Machine Learning, Engineering +16

The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets

Takaya Saito, Marc Rehmsmeier · PLoS ONE · 2015 · 4.2K citations · Full text

Engineering, Machine Learning, Diagnosis +17