Attention-based random forest and contamination model

A new approach called ABRF (the attention-based random forest) and its modifications for applying the attention mechanism to the random forest (RF) for regression and classification are proposed. The main idea behind the proposed ABRF models is to assign attention weights with trainable parameters t...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Neural networks 2022-10, Vol.154, p.346-359
Hauptverfasser:	Utkin, Lev V., Konstantinov, Andrei V.
Format:	Artikel
Sprache:	eng
Schlagworte:	Attention mechanism Contamination model Nadaraya-Watson regression Quadratic programming Random forest
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!