A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting

Freund, Y., & Schapire, R. E. (1997). A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting. Journal of Computer and System Sciences, 55(1), 119-139.

Type

Journal article

Intellectual base

Primary research

Year

1997

DOI

10.1006/jcss.1997.1504

Link

https://doi.org/10.1006/jcss.1997.1504

Cited by

2 citations across 2 artifacts.

Domain-specific

• AdaBoost
  • Freund and Schapire introduced this adaptive boosting construction in the 1995 conference work and developed it in the 1997 journal article.
• Boosting
  • Schapire proved the equivalence of weak and strong learnability and gave a boosting construction. AdaBoost made the correction adaptive through multiplicative example weights and a weighted vote.

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