five

Artificial and Real dataset with different concept drift type and imbalance ratio

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NIAID Data Ecosystem2026-03-12 收录
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https://doi.org/10.7910/DVN/RKY6RD
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资源简介:
The zip file contains both real and artificial datasets having different concept drift type and imbalance ratio. The real datasets are usually used as a benchmark for concept drift problems and they are PAKDD, Elec2, and KDD99. The artificial datasets are divided into 3 folders, based on the concept drift type: P(y), P(X|y), P(y|X). Each folder contains 16 datasets, 8 generated through the SINE1 generator and 8 with the SEA generator. If their name starts with sine or sea, means that they contain abrupt concept drift at the 50000˚ instance. Otherwise, if their name starts with sineG or seaG, means that they contain gradual concept drift starting at the 45000˚ instance and ending at the 55000˚ instance. Moreover, the numbers that follow state the imbalance ratio.
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2020-11-04
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