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Keyword

evolving data streams

Description: Continuous sequences of data whose underlying patterns or distributions change over time, analyzed with online and adaptive algorithms.
OpenAlex ID: keywords/evolving-data-streams
A Framework for Clustering Evolving Data Streams
2003 · Charu C. Aggarwal, Philip S. Yu, et al. · Elsevier eBooks · 1,841
Density-Based Clustering over an Evolving Data Stream with Noise
2006 · Feng Cao, Martin Estert, et al. · SIAM International Conference on Data Mining · 1,033
Adaptive random forests for evolving data stream classification
2017 · Heitor M. Gomes, Albert Bifet, et al. · Machine Learning · 813
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Density-based clustering for real-time stream data
2007 · Yixin Chen, Li Tu · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · 579
Leveraging Bagging for Evolving Data Streams
2010 · Albert Bifet, Geoff Holmes, et al. · Lecture notes in computer science · 405
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On demand classification of data streams
2004 · Charu C. Aggarwal, Jiawei Han, et al. · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · 260
MOA: Massive Online Analysis, a framework for stream classification and clustering.
2010 · Albert Bifet, Geoffrey Holmes, et al. · RWTH Publications (RWTH Aachen) · 246
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Discussion and review on evolving data streams and concept drift adapting
2016 · Imen Khamassi, Moamar Sayed-Mouchaweh, et al. · Evolving Systems · 224
Fast anomaly detection for streaming data
2011 · Tan, Swee, Ting, Kaiming, et al. · FedUni ResearchOnline (Federation University Australia) · 193
Fully online clustering of evolving data streams into arbitrarily shaped clusters
2016 · Richard Hyde, Plamen Angelov, et al. · Information Sciences · 166
Streaming Random Patches for Evolving Data Stream Classification
2019 · Heitor Murilo Gomes, Jesse Read, et al. · Proceedings · 153
Scalable and efficient multi-label classification for evolving data streams
2012 · Jesse Read, Albert Bifet, et al. · Machine Learning · 147
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A framework for on-demand classification of evolving data streams
2006 · C.C. Aggarwal, J. Han, et al. · IEEE Transactions on Knowledge and Data Engineering · 117
Mining Big Data in Real Time
2013 · Albert Bifet · Informatica · 116
Adaptive mobile activity recognition system with evolving data streams
2014 · Zahraa Said Abdallah, Mohamed Medhat Gaber, et al. · Neurocomputing · 103
Adaptive Clustering for Multiple Evolving Streams
2006 · Bi-Ru Dai, Jen-Wei Huang, et al. · IEEE Transactions on Knowledge and Data Engineering · 102
A single pass algorithm for clustering evolving data streams based on swarm intelligence
2011 · Agostino Forestiero, Clara Pizzuti, et al. · Data Mining and Knowledge Discovery · 92
SVStream: A Support Vector-Based Algorithm for Clustering Data Streams
2011 · Chang-Dong Wang, Jian-Huang Lai, et al. · IEEE Transactions on Knowledge and Data Engineering · 88
Activity Recognition with Evolving Data Streams
2018 · Zahraa S. Abdallah, Mohamed Medhat Gaber, et al. · ACM Computing Surveys · 85
Reservoir of diverse adaptive learners and stacking fast hoeffding drift detection methods for evolving data streams
2018 · Ali Pesaranghader, Herna Viktor, et al. · Machine Learning · 85
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Diverse Instance-Weighting Ensemble Based on Region Drift Disagreement for Concept Drift Adaptation
2020 · Anjin Liu, Jie Lu, et al. · IEEE Transactions on Neural Networks and Learning Systems · 77
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Improving Adaptive Bagging Methods for Evolving Data Streams
2009 · Albert Bifet, Geoff Holmes, et al. · Lecture notes in computer science · 75
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Mining frequent closed graphs on evolving data streams
2011 · Albert Bifet, Geoff Holmes, et al. · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · 74
Clustering Based Active Learning for Evolving Data Streams
2013 · Dino Ienco, Albert Bifet, et al. · Lecture notes in computer science · 69
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Insider Threat Detection Using Stream Mining and Graph Mining
2011 · Pallabi Parveen, Jonathan Evans, et al. · 69
Works count: 371
Citation count: 10,300
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