Fast prototype selection algorithm based on adjacent neighbourhood and boundary approximation

Abstract The unceasing increase of data quantity severely limits the wide application of mature classification algorithms due to the unacceptable execution time and the insufficient memory. How to fast incrementally obtain high decision reference set and adapt to incremental data environment is urge...

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Bibliographic Details
Main Authors: Juan Li, Cai Dai
Format: Article
Language:English
Published: Nature Portfolio 2022-11-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-23036-9