PROBABILITY DISTRIBUTION OVER THE SET OF CLASSES IN ARABIC DIALECT CLASSIFICATION TASK

PROBABILITY DISTRIBUTION OVER THE SET OF CLASSES IN ARABIC DIALECT CLASSIFICATION TASK

Subject of Research.We propose an approach for solving machine learning classification problem that uses the information about the probability distribution on the training data class label set. The algorithm is illustrated on a complex natural language processing task - classification of Arabic dial...

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Bibliographic Details
Main Authors: O. V. Durandin, N. R. Hilal, D. Y. Strebkov, N. Y. Zolotykh
Format: Article
Language:English
Published: Saint Petersburg National Research University of Information Technologies, Mechanics and Optics (ITMO University) 2017-01-01
Series:Naučno-tehničeskij Vestnik Informacionnyh Tehnologij, Mehaniki i Optiki
Subjects:
classification task
multiclass classification
automatic annotation
Arabic dialects
classification of dialects
label noise
class noise
Online Access:http://ntv.ifmo.ru/file/article/16413.pdf

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http://ntv.ifmo.ru/file/article/16413.pdf

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