weak learner | Sciweavers

21

ML
2002
ACM

141views Machine Learning» more ML 2002»

On the Existence of Linear Weak Learners and Applications to Boosting

13 years 5 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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21

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IJIT
2004

259views Artificial Intelligence» more IJIT 2004»

Combining ILP with Semi-supervised Learning for Web Page Categorization

13 years 7 months 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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13

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COLT
2005
Springer

106views Machine Learning» more COLT 2005»

Martingale Boosting

13 years 11 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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21

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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 6 months ago