Online classification of nonstationary data streams

@article{Last2002OnlineCO,
  title={Online classification of nonstationary data streams},
  author={Mark Last},
  journal={Intell. Data Anal.},
  year={2002},
  volume={6},
  pages={129-147}
}
  • Mark Last
  • Published 2002 in Intell. Data Anal.
Mark Last Ben-Gurion University of the Negev Department of Information Systems Engineering Beer-Sheva 84105, Israel Email: mlast@bgumail.bgu.ac.il Abstract Most classification methods are based on the assumption that the data conforms to a stationary distribution. However, the real-world data is usually collected over certain periods of time, ranging from seconds to years, and ignoring possible changes in the underlying concept, also known as concept drift, may degrade the predictive… CONTINUE READING
Highly Cited
This paper has 174 citations. REVIEW CITATIONS
96 Citations
27 References
Similar Papers

Citations

Publications citing this paper.
Showing 1-10 of 96 extracted citations

174 Citations

01020'01'04'08'12'16
Citations per Year
Semantic Scholar estimates that this publication has 174 citations based on the available data.

See our FAQ for additional information.

Similar Papers

Loading similar papers…