Learning model trees from evolving data streams

@article{Ikonomovska2010LearningMT,
  title={Learning model trees from evolving data streams},
  author={E. Ikonomovska and Jo{\~a}o Gama and S. D{\vz}eroski},
  journal={Data Mining and Knowledge Discovery},
  year={2010},
  volume={23},
  pages={128-168}
}
The problem of real-time extraction of meaningful patterns from time-changing data streams is of increasing importance for the machine learning and data mining communities. [...] Key Result To the best of our knowledge there is no other general purpose algorithm for incremental learning regression/model trees able to perform explicit change detection and informed adaptation. The algorithm performs online and in real-time, observes each example only once at the speed of arrival, and maintains at any-time a ready…Expand
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