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Keyword

streaming classification

Description: Online classification methods that assign labels to continuously arriving data, including settings where new classes emerge over time.
OpenAlex ID: keywords/streaming-classification
On Appropriate Assumptions to Mine Data Streams: Analysis and Practice
2007 · Jing Gao, Wei Fan, et al. · Proceedings · 144
A dynamic split-and-merge approach for evolving cluster models
2012 · Edwin Lughofer · Evolving Systems · 85
Concept Drift Detection with Hierarchical Hypothesis Testing
2017 · Shujian Yu, Zubin Abraham · Society for Industrial and Applied Mathematics eBooks · 70
Streaming Classification with Emerging New Class by Class Matrix Sketching
2017 · Xin Mu, Feida Zhu, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 68
Concept drift detection and adaptation with hierarchical hypothesis testing
2019 · Shujian Yu, Zubin Abraham, et al. · Journal of the Franklin Institute · 58
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Online linear and quadratic discriminant analysis with adaptive forgetting for streaming classification
2012 · Christoforos Anagnostopoulos, Dimitris K. Tasoulis, et al. · Statistical Analysis and Data Mining The ASA Data Science Journal · 50
Calculating feature importance in data streams with concept drift using Online Random Forest
2014 · Andrew Phelps Cassidy, Frank A. Deviney · IEEE International Conference on Big Data (BigData) · 45
Fast and Efficient Asynchronous Neural Computation with Adapting Spiking Neural Networks
2016 · Zambrano, Davide, Bohte, Sander M. · arXiv (Cornell University) · 41
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Cost-sensitive learning for imbalanced data streams
2020 · Lucas Loezer, Fabrício Enembreck, et al. · ACM Symposium on Applied Computing · 40
Boosting decision stumps for dynamic feature selection on data streams
2019 · Jean Paul Barddal, Fabrício Enembreck, et al. · Information Systems · 36
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Handling delayed labels in temporally evolving data streams
2016 · Joshua Plasse, Niall Adams · IEEE International Conference on Big Data (BigData) · 30
VFC-SMOTE: very fast continuous synthetic minority oversampling for evolving data streams
2021 · Alessio Bernardo, Emanuele Della Valle · Data Mining and Knowledge Discovery · 29
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Nearest Neighbor Ensembles: An Effective Method for Difficult Problems in Streaming Classification with Emerging New Classes
2019 · Xin-Qiang Cai, Peng Zhao, et al. · Proceedings · 29
Using HDDT to avoid instances propagation in unbalanced and evolving data streams
2014 · Andrea Dal Pozzolo, Reid Johnson, et al. · 25
Learning High-Dimensional Evolving Data Streams With Limited Labels
2021 · Salah Ud Din, Jay Kumar, et al. · IEEE Transactions on Cybernetics · 24
Streaming Data Analysis: Clustering or Classification?
2020 · James C. Bezdek, James M. Keller · IEEE Transactions on Systems Man and Cybernetics Systems · 24
Online Machine Learning in Big Data Streams
2018 · Benczúr, András A., Kocsis, Levente, et al. · arXiv (Cornell University) · 23
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Unsupervised Drift Detection on High-speed Data Streams
2020 · Vinicius M. A. Souza, Farhan A. Chowdhury, et al. · IEEE International Conference on Big Data (BigData) · 21
Disagreement-Based Active Learning in Online Settings
2022 · Boshuang Huang, Sudeep Salgia, et al. · IEEE Transactions on Signal Processing · 19
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Critical parameter analysis of Vertical Hoeffding Tree for optimized performance using SAMOA
2016 · Bakshi Rohit Prasad, Sonali Agarwal · International Journal of Machine Learning and Cybernetics · 19
Stream-51: Streaming Classification and Novelty Detection from Videos
2020 · Ryne Roady, Tyler L. Hayes, et al. · IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · 16
A Multivariate Time Series Streaming Classifier for Predicting Hard Drive Failures [Application Notes]
2022 · Josu Ircio, Aizea Lojo, et al. · IEEE Computational Intelligence Magazine · 13
StreamSoNG: A Soft Streaming Classification Approach
2021 · Wenlong Wu, James M. Keller, et al. · IEEE Transactions on Emerging Topics in Computational Intelligence · 13
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Adaptive Bagging Methods for Classification of Data Streams with Concept Drift
2021 · Martin Sarnovsky, Jan Marcinko · Acta Polytechnica Hungarica · 13
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Streaming classification of variable stars
2019 · L Zorich, K Pichara, et al. · Monthly Notices of the Royal Astronomical Society · 12
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Works count: 92
Citation count: 1,076
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