[HTML][HTML] Comparison of cluster-based sampling approaches for imbalanced data of crashes involving large trucks

SAS Tahfim, Y Chen - Information, 2024 - mdpi.com
Severe and fatal crashes involving large trucks result in significant social and economic
losses for human society. Unfortunately, the notably low proportion of severe and fatal injury …

Imbalanced data classification using improved synthetic minority over-sampling technique

Y Anusha, R Visalakshi… - Multiagent and Grid …, 2023 - content.iospress.com
In data mining, deep learning and machine learning models face class imbalance problems,
which result in a lower detection rate for minority class samples. An improved Synthetic …

Feature Selection through Clustering to Classify High-Dimensional Data

S Gupta, AG Jivani - Data Driven Approach Towards Disruptive …, 2021 - Springer
High-dimensional data generally degrades the performance of data mining algorithms. To
improve the performance, we can reduce dimensionality by eliminating irrelevant …