Shape Penalized Decision Forests for Imbalanced Data Classification

Shape Penalized Decision Forests for Imbalanced Data Classification

Class imbalance poses a critical challenge in binary classification problems, particularly when rare but significant events are underrepresented in the training set. While traditional machine learning models and modern deep learning techniques struggle with such imbalances, decision trees and random...

Full description

Saved in:
Bibliographic Details
Main Authors: Rahul Goswami, Aindrila Garai, Payel Sadhukhan, Palash Ghosh, Tanujit Chakraborty
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Imbalanced data
ensemble learning
surface-to-volume ratio
tabular data
computational complexity
Online Access:https://ieeexplore.ieee.org/document/11003049/
Tags: Add Tag
No Tags, Be the first to tag this record!

Internet

https://ieeexplore.ieee.org/document/11003049/

Similar Items