weak learner | Sciweavers

39

ML
2002
ACM

141views Machine Learning» more ML 2002»

On the Existence of Linear Weak Learners and Applications to Boosting

13 years 11 months ago

We consider the existence of a linear weak learner for boosting algorithms. A weak learner for binary classification problems is required to achieve a weighted empirical error on t...

Shie Mannor, Ron Meir

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57

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IJIT
2004

259views Artificial Intelligence» more IJIT 2004»

Combining ILP with Semi-supervised Learning for Web Page Categorization

14 years 27 days ago

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This paper presents a semi-supervised learning algorithm called Iterative-Cross Training (ICT) to solve the Web pages classification problems. We apply Inductive logic programming ...

Nuanwan Soonthornphisaj, Boonserm Kijsirikul

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34

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COLT
2005
Springer

106views Machine Learning» more COLT 2005»

Martingale Boosting

14 years 5 months ago

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In recent work Long and Servedio [LS05] presented a “martingale boosting” algorithm that works by constructing a branching program over weak classiﬁers and has a simple anal...

Philip M. Long, Rocco A. Servedio

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35

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KDD
2002
ACM

173views Data Mining» more KDD 2002»

Predicting rare classes: can boosting make any weak learner strong?

14 years 12 months ago