Using and Combining Predictors That Specialize

  title={Using and Combining Predictors That Specialize},
  author={Yoav Freund and Robert E. Schapire and Yoram Singer and Manfred K. Warmuth},
We study online learning algorithms that predict by combining the predictions of severrd subordinate prediction algorithms, sometimes crdled “experts .“ These simple algorithms belong to the multiplicative weights family of algorithms. The performance of these algorithms degrades only logarithmically with the number of experts, making them particularly useful in applications where the number of experts is very large. However, in applications such as text categorization, it is often natural for… CONTINUE READING
Highly Influential
This paper has highly influenced 24 other papers. REVIEW HIGHLY INFLUENTIAL CITATIONS
Highly Cited
This paper has 258 citations. REVIEW CITATIONS

From This Paper

Figures, tables, and topics from this paper.
159 Citations
0 References
Similar Papers


Publications citing this paper.
Showing 1-10 of 159 extracted citations

258 Citations

Citations per Year
Semantic Scholar estimates that this publication has 258 citations based on the available data.

See our FAQ for additional information.

Similar Papers

Loading similar papers…