Combined Effect of Concept Drift and Class Imbalance on Model Performance During Stream Classification

Author:

Sattar Palli Abdul,Jaafar Jafreezal,Ahmed Hashmani Manzoor,Murilo Gomes Heitor,Alsughayyir Aeshah,Rehman Gilal Abdul

Publisher

Computers, Materials and Continua (Tech Science Press)

Subject

Electrical and Electronic Engineering,Computer Science Applications,Mechanics of Materials,Modeling and Simulation,Biomaterials

Reference49 articles.

1. Definition of Data Streams

2. A critical review on adverse effects of concept drift over machine learning classification models;Jameel;International Journal of Advanced Computer Science and Applications (IJACSA),2020

3. Learning under concept drift: A review;Lu;IEEE Transactions on Knowledge and Data Engineering,2019

4. Cost-sensitive weighting and imbalance-reversed bagging for streaming imbalanced and concept drifting in electricity pricing classification;Ng;IEEE Transactions on Industrial Informatics,2018

5. Learning from class-imbalanced data: Review of methods and applications;Haixiang;Expert Systems with Applications,2017

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