A Keyword-Enhanced Approach to Handle Class Imbalance in Clinical Text Classification

Author:

Blanchard Andrew E.1ORCID,Gao Shang1ORCID,Yoon Hong-Jun1ORCID,Christian J. Blair1,Durbin Eric B.2ORCID,Wu Xiao-Cheng3,Stroup Antoinette4ORCID,Doherty Jennifer5ORCID,Schwartz Stephen M.6,Wiggins Charles7,Coyle Linda8,Penberthy Lynne9,Tourassi Georgia D.10ORCID

Affiliation:

1. Computational Sciences and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA

2. College of Medicine, University of Kentucky, Lexington, KY, USA

3. School of Public Health, Louisiana State University Health Sciences Center, New Orleans, LA, USA

4. Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA

5. Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA

6. Epidemiology Program, Fred Hutchinson Cancer Research Center, Seattle, WA, USA

7. University of New Mexico, Albuquerque, NM, USA

8. Information Management Services Inc., Calverton, MD, USA

9. National Cancer Institute, Bethesda, MD, USA

10. National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, USA

Funder

Joint Design of Advanced Computing Solutions for Cancer

DOE

NCI

National Institutes of Health

Argonne National Laboratory

Lawrence Livermore National Laboratory

Los Alamos National Laboratory

Oak Ridge National Laboratory

NCI SEER

CDC National Program of Cancer Registries

Commonwealth of Kentucky

SEER Program

NPCR

State of Louisiana

State of New Jersey Department of Education

Rutgers Cancer Institute of New Jersey

NCI's SEER Program

University of Utah

Huntsman Cancer Foundation

National Cancer Institute's Surveillance

Epidemiology and End Results (SEER) Program

National Cancer Institute's SEER Program

Fred Hutchinson Cancer Research Center

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Health Information Management,Electrical and Electronic Engineering,Computer Science Applications,Health Informatics

Cited by 7 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. The SEER Program’s evolution: supporting clinically meaningful population-level research;JNCI Monographs;2024-08-01

2. Method for Incomplete and Imbalanced Data Based on Multivariate Imputation by Chained Equations and Ensemble Learning;IEEE Journal of Biomedical and Health Informatics;2024-05

3. Region-SMOTE: A New Over-Sampling Method in Imbalanced Data Sets Learning;Communications in Computer and Information Science;2023-11-26

4. Characterizing Quantum Classifier Utility in Natural Language Processing Workflows;2023 IEEE International Conference on Quantum Computing and Engineering (QCE);2023-09-17

5. Enhancing Text Classification Models with Generative AI-aided Data Augmentation;2023 IEEE International Conference On Artificial Intelligence Testing (AITest);2023-07

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