Imbalance-XGBoost: Leveraging Weighted and Focal Losses for Binary Label-Imbalanced Classification with XGBoost

5 August 2019

Papers citing "Imbalance-XGBoost: Leveraging Weighted and Focal Losses for Binary Label-Imbalanced Classification with XGBoost"

17 / 17 papers shown

Title
Performance of Machine Learning Classifiers for Anomaly Detection in Cyber Security Applications Markus Haug Gissel Velarde 28 0 0 26 Apr 2025
Tree Boosting Methods for Balanced andImbalanced Classification and their Robustness Over Time in Risk Assessment Gissel Velarde Michael Weichert Anuj Deshmunkh Sanjay Deshmane Anindya Sudhir K. Sharma Vaibhav Joshi 24 3 0 25 Apr 2025
ML $^2$ Tuner: Efficient Code Tuning via Multi-Level Machine Learning Models JooHyoung Cha Munyoung Lee Jinse Kwon Jubin Lee Jemin Lee Yongin Kwon 48 0 0 16 Nov 2024
Improving GBDT Performance on Imbalanced Datasets: An Empirical Study of Class-Balanced Loss Functions Jiaqi Luo Yuan Yuan Shixin Xu AI4CE 39 1 0 19 Jul 2024
Classification Modeling with RNN-Based, Random Forest, and XGBoost for Imbalanced Data: A Case of Early Crash Detection in ASEAN-5 Stock Markets Deri Siswara A. M. Soleh A. Wigena 20 0 0 12 Jun 2024
An Explainable Machine Learning Framework for the Accurate Diagnosis of Ovarian Cancer Asif Newaz Abdullah Taharat Md Sakibul Islam A.G.M.Fuad.Hasan Akanda 24 3 0 11 Dec 2023
Skew Probabilistic Neural Networks for Learning from Imbalanced Data Shraddha M. Naik Tanujit Chakraborty Abdenour Hadid Bibhas Chakraborty 26 0 0 10 Dec 2023
$Few-shot $\mathbf{1/a}$ Anomalies Feedback : Damage Vision Mining Opportunity and Embedding Feature Imbalance$ Few-shot $\mathbf{1/a}$ Anomalies Feedback : Damage Vision Mining Opportunity and Embedding Feature Imbalance Takato Yasuno AI4TS 29 0 0 24 Jul 2023
GADBench: Revisiting and Benchmarking Supervised Graph Anomaly Detection Jianheng Tang Fengrui Hua Zi-Chao Gao P. Zhao Jia Li 27 55 0 21 Jun 2023
A review of ensemble learning and data augmentation models for class imbalanced problems: combination, implementation and evaluation A. Khan Omkar Chaudhari Rohitash Chandra 36 166 0 06 Apr 2023
A Dependable Hybrid Machine Learning Model for Network Intrusion Detection Md. Alamin Talukder Khondokar Fida Hasan Md. Manowarul Islam Md. Ashraf Uddin Arnisha Akhter Mohammand Abu Yousuf Fares Alharbi M. Moni 32 153 0 08 Dec 2022
Diagnosis of Parkinson's Disease Based on Voice Signals Using SHAP and Hard Voting Ensemble Method Paria Ghaheri H. Nasiri Ahmadreza Shateri Arman Homafar 24 15 0 03 Oct 2022
Under-bagging Nearest Neighbors for Imbalanced Classification H. Hang Yuchao Cai Hanfang Yang Zhouchen Lin 43 12 0 01 Sep 2021
ACE: Ally Complementary Experts for Solving Long-Tailed Recognition in One-Shot Jiarui Cai Yizhou Wang Lei Li OODD 21 134 0 05 Aug 2021
Imbalanced Image Classification with Complement Cross Entropy Yechan Kim Younkwan Lee M. Jeon 15 63 0 04 Sep 2020
Distance Correlation Sure Independence Screening for Accelerated Feature Selection in Parkinson's Disease Vocal Data Daniel H Schellhas Bishal Neupane Deepak Thammineni Bhargav Kanumuri Robert C. Green 14 3 0 23 Jun 2020
Adaptive Ensemble of Classifiers with Regularization for Imbalanced Data Classification Chen Wang Qin Yu Kai Zhou D. Hui Xiaofeng Gong Ruisen Luo 15 22 0 09 Aug 2019