A Deep Forest Improvement by Using Weighted Schemes

A modification of the confidence screening mechanism based on adaptive weighing of every training instance at each cascade level of the Deep Forest is proposed. The modification aims to increase the classification accuracy. It is carried out by assigning weights to training instances at each forest...

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Bibliographic Details
Main Authors: Lev Utkin, Andrei Konstantinov, Anna Meldo, Mikhail Ryabinin, Viacheslav Chukanov
Format: Article
Language:English
Published: FRUCT 2019-04-01
Series:Proceedings of the XXth Conference of Open Innovations Association FRUCT
Subjects:
Online Access:https://fruct.org/publications/fruct24/files/Utk.pdf