articleTop 1% cited
A survey on data preprocessing for data stream mining: Current status and future directions
Neurocomputing · 2017 · Vol. 239 · pp. 39–57
Sergio Ramírez‐Gallego✉(Universidad de Granada)Bartosz Krawczyk(Virginia Commonwealth University)Salvador García(Universidad de Granada)Michał Woźniak(Wrocław University of Science and Technology)Francisco Herrera(Universidad de Granada)
Data Stream Mining TechniquesMachine Learning and Data ClassificationAnomaly Detection Techniques and ApplicationsComputer scienceData stream miningData pre-processingPreprocessorData miningContext (archaeology)Process (computing)Data streamData scienceFeature selection
Funding
- Narodowe Centrum Nauki
- Consejo Superior de Investigaciones Científicas
Citations
483
FWCI
39.26
field-weighted impact
References
206
Percentile
100%
vs. same field & year
Citations per year
References
A survey on concept drift adaptation
ACM Computing Surveys · 2014 · 3,149 citations
Nearest neighbor pattern classification
IEEE Transactions on Information Theory · 1967 · 15,642 citations
Instance-Based Learning Algorithms
Machine Learning · 1991 · 4,094 citations
Principal Component Analysis
Technometrics · 1988 · 8,686 citations
Incremental Learning of Concept Drift in Nonstationary Environments
IEEE Transactions on Neural Networks · 2011 · 907 citations
An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics
Information Sciences · 2013 · 1,562 citations
A survey of deep neural network architectures and their applications
Neurocomputing · 2016 · 3,220 citations
Instance-based learning algorithms
Machine Learning · 1991 · 2,904 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.