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- Winnow_(algorithm) abstract "The winnow algorithm is a technique from machine learning for learning a linear classifier from labeled examples. It is very similar to the perceptron algorithm. However, the perceptron algorithm uses an additive weight-update scheme, while Winnow uses a multiplicative scheme that allows it to perform much better when many dimensions are irrelevant (hence its name). It is a simple algorithm that scales well to high-dimensional data. During training, Winnow is shown a sequence of positive and negative examples. From these it learns a decision hyperplane that can then be used to label novel examples as positive or negative. The algorithm can also be used in the online learning setting, where the learning and the classification phase are not clearly separated.".
- Winnow_(algorithm) wikiPageID "12693735".
- Winnow_(algorithm) wikiPageLength "3730".
- Winnow_(algorithm) wikiPageOutDegree "10".
- Winnow_(algorithm) wikiPageRevisionID "696667414".
- Winnow_(algorithm) wikiPageWikiLink Boolean-valued.
- Winnow_(algorithm) wikiPageWikiLink Category:Classification_algorithms.
- Winnow_(algorithm) wikiPageWikiLink Feature_(machine_learning).
- Winnow_(algorithm) wikiPageWikiLink Hyperplane.
- Winnow_(algorithm) wikiPageWikiLink Linear_classifier.
- Winnow_(algorithm) wikiPageWikiLink Machine_learning.
- Winnow_(algorithm) wikiPageWikiLink Multi-label_classification.
- Winnow_(algorithm) wikiPageWikiLink Online_machine_learning.
- Winnow_(algorithm) wikiPageWikiLink Perceptron.
- Winnow_(algorithm) wikiPageWikiLink Upper_and_lower_bounds.
- Winnow_(algorithm) wikiPageWikiLinkText "Winnow (algorithm)".
- Winnow_(algorithm) wikiPageWikiLinkText "Winnow".
- Winnow_(algorithm) wikiPageWikiLinkText "Winnow_(algorithm)".
- Winnow_(algorithm) wikiPageWikiLinkText "winnow (algorithm)".
- Winnow_(algorithm) wikiPageWikiLinkText "winnow algorithm".
- Winnow_(algorithm) wikiPageWikiLinkText "winnow".
- Winnow_(algorithm) subject Category:Classification_algorithms.
- Winnow_(algorithm) hypernym Technique.
- Winnow_(algorithm) type TopicalConcept.
- Winnow_(algorithm) type Algorithm.
- Winnow_(algorithm) comment "The winnow algorithm is a technique from machine learning for learning a linear classifier from labeled examples. It is very similar to the perceptron algorithm. However, the perceptron algorithm uses an additive weight-update scheme, while Winnow uses a multiplicative scheme that allows it to perform much better when many dimensions are irrelevant (hence its name). It is a simple algorithm that scales well to high-dimensional data.".
- Winnow_(algorithm) label "Winnow (algorithm)".
- Winnow_(algorithm) sameAs Q8025857.
- Winnow_(algorithm) sameAs m.02x0qwy.
- Winnow_(algorithm) sameAs Q8025857.
- Winnow_(algorithm) wasDerivedFrom Winnow_(algorithm)?oldid=696667414.
- Winnow_(algorithm) isPrimaryTopicOf Winnow_(algorithm).