Configuration of the data streams (A: Abrupt Drift, G: Gradual
![](https://www.researchgate.net/publication/343643356/figure/tbl1/AS:933518154661890@1599579480626/Configuration-of-the-data-streams-A-Abrupt-Drift-G-Gradual-Drift-I-m-Moderate.png)
Download scientific diagram | Configuration of the data streams (A: Abrupt Drift, G: Gradual Drift, I m : Moderate Incremental Drift, I f : Fast Incremental Drift and N: No Drift) from publication: Passive concept drift handling via variations of learning vector quantization | Concept drift is a change of the underlying data distribution which occurs especially with streaming data. Besides other challenges in the field of streaming data classification, concept drift has to be addressed to obtain reliable predictions. Robust Soft Learning Vector | Concept Drift, Quantization and Vectorization | ResearchGate, the professional network for scientists.
![](https://media.springernature.com/lw685/springer-static/image/art%3A10.1007%2Fs10994-021-05993-w/MediaObjects/10994_2021_5993_Fig10_HTML.png)
Analyzing and repairing concept drift adaptation in data stream
![](https://www.researchgate.net/publication/373388585/figure/tbl1/AS:11431281183638996@1692976720330/Effect-of-different-imbalance-ratios-on-the-AUC-performance-of-EFR-IC-on-all-dataset_Q320.jpg)
Plot of MLAs calculated with the RCV1-v2 dataset and the NYT dataset
![](https://media.springernature.com/m685/springer-static/image/art%3A10.1007%2Fs10489-022-03611-3/MediaObjects/10489_2022_3611_Fig6_HTML.png)
Unsupervised statistical concept drift detection for behaviour
![](https://pub.mdpi-res.com/algorithms/algorithms-16-00278/article_deploy/html/images/algorithms-16-00278-ag.png?1685778553)
Algorithms, Free Full-Text
![](https://pub.mdpi-res.com/applsci/applsci-12-11688/article_deploy/html/images/applsci-12-11688-g009.png?1668687416)
Applied Sciences, Free Full-Text
![](https://www.researchgate.net/publication/335209622/figure/fig8/AS:963538734563328@1606736944018/the-accumulates-accuracy-on-Waveform-dataset-when-the-domain-similarity-is-066.png)
the accumulates accuracy on Waveform dataset when the domain similarity
![](https://ars.els-cdn.com/content/image/1-s2.0-S1319157821003062-gr5.jpg)
Concept Drift Detection in Data Stream Mining : A literature
![](https://www.researchgate.net/publication/317974184/figure/fig1/AS:960348798590979@1605976404643/Example-illustrating-the-merging-process-in-the-graphical-concept-pool-The-first-graph_Q320.jpg)
Snapshots of sudden drifting Hyperplane, illustrating concept mean
![](https://www.researchgate.net/publication/335209622/figure/fig18/AS:963538738765843@1606736945499/The-classification-accuracy-of-each-algorithm-on-Forest-Covertype-dataset-which-includes.png)
The classification accuracy of each algorithm on Forest Covertype
![](https://pub.mdpi-res.com/applsci/applsci-12-11688/article_deploy/html/images/applsci-12-11688-g006.png?1668687417)
Applied Sciences, Free Full-Text