Data stream classification with novel class detection: a review, comparison and challenges

SU Din, J Shao, J Kumar, CB Mawuli… - … and Information Systems, 2021 - Springer
Develo** effective and efficient data stream classifiers is challenging for the machine
learning community because of the dynamic nature of data streams. As a result, many data …

Multi-stream concept drift self-adaptation using graph neural network

M Zhou, J Lu, Y Song, G Zhang - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Concept drift is the phenomenon where the data distribution in a data stream changes over
time. It is a ubiquitous problem in the real-world, for example, a traffic accident would cause …

Advanced KNN approaches for explainable seismic-volcanic signal classification

M Bicego, A Rossetto, M Olivieri… - Mathematical …, 2023 - Springer
Acquisition, classification, and analysis of seismic data are crucial tasks in volcano
monitoring. The large number of seismic signals that are continuously acquired during the …

Concept drift detection based on decision distribution in inconsistent information system

C **, Y Feng, F Li - Knowledge-Based Systems, 2023 - Elsevier
Abstract Concept drift has been a widely concerned problem in data analysis and many
important achievements have been obtained. However, there are few discussions on …

Dynamic Graph Regularization for Multi-Stream Concept Drift Self-adaptation

M Zhou, J Lu, P Lu, G Zhang - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Concept drift is an inevitable problem in non-stationary stream environments, due to
evolving data distributions. In practical applications, multi-stream is more complex than …

Diagnosis for post concept drift decision trees repair

S Almog, M Kalech - Proceedings of the International …, 2023 - proceedings.kr.org
Decision trees are commonly used in machine learning since they are accurate and robust
classifiers. After a decision tree is built, the data can change over time, causing the …

Uso de Autoencoders como técnica de caracterização e auxílio na classificação de sismos vulcânicos

PAM Chaucanes - 2023 - repositorio.unesp.br
O monitoramento vulcânico é importante na mitigação e prevenção de riscos de erupções,
sendo necessária a identificação das fontes internas que geram esse tipo de eventos, bem …