Get started
Keyword

data heterogeneity

Description: Variation among datasets in structure, format, meaning, distribution, or quality that can complicate integration and analysis.
OpenAlex ID: keywords/data-heterogeneity
MrBayes 3: Bayesian phylogenetic inference under mixed models
2003 · Fredrik Ronquist, John P. Huelsenbeck · Bioinformatics · 29,093
PDF
Beyond the hype: Big data concepts, methods, and analytics
2014 · Amir Gandomi, Murtaza Haider · International Journal of Information Management · 4,221
PDF
The rise of “big data” on cloud computing: Review and open research issues
2014 · Ibrahim Abaker Targio Hashem, Ibrar Yaqoob, et al. · Information Systems · 2,657
Feature Selection
2017 · Jundong Li, Kewei Cheng, et al. · ACM Computing Surveys · 2,431
PDF
Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis
2017 · Benjamin Shickel, Patrick James Tighe, et al. · IEEE Journal of Biomedical and Health Informatics · 1,676
PDF
Model-Contrastive Federated Learning
2021 · Qinbin Li, Bingsheng He, et al. · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · 1,616
PDF
On the Convergence of FedAvg on Non-IID Data
2019 · Li, Xiang, Huang, Kaixuan, et al. · arXiv (Cornell University) · 1,575
PDF
Towards Personalized Federated Learning
2022 · Alysa Ziying Tan, Han Yu, et al. · IEEE Transactions on Neural Networks and Learning Systems · 1,347
PDF
An Overview of the China Meteorological Administration Tropical Cyclone Database
2013 · Ming Ying, Wei Zhang, et al. · Journal of Atmospheric and Oceanic Technology · 1,298
PDF
Federated Learning on Non-IID Data Silos: An Experimental Study
2022 · Qinbin Li, Yiqun Diao, et al. · Proceedings - International Conference on Data Engineering · 1,223
PDF
Neighborhood rough set based heterogeneous feature subset selection
2008 · Qinghua Hu, Daren Yu, et al. · Information Sciences · 1,086
A Comprehensive Ocean-Atmosphere Data Set
1987 · Scott D. Woodruff, Ralph J. Slutz, et al. · Bulletin of the American Meteorological Society · 1,081
Deep Neural Networks and Tabular Data: A Survey
2022 · Vadim Borisov, Tobias Leemann, et al. · IEEE Transactions on Neural Networks and Learning Systems · 1,070
Federated learning on non-IID data: A survey
2021 · Hangyu Zhu, Jinjin Xu, et al. · Neurocomputing · 1,059
PDF
An Introduction to Latent Variable Mixture Modeling (Part 1): Overview and Cross-Sectional Latent Class and Latent Profile Analyses
2013 · Kristoffer S. Berlin, Natalie A. Williams, et al. · Journal of Pediatric Psychology · 987
A survey on federated learning: challenges and applications
2022 · Jie Wen, Zhixia Zhang, et al. · International Journal of Machine Learning and Cybernetics · 894
PDF
Cross-validation failure: Small sample sizes lead to large error bars
2017 · Gaël Varoquaux · NeuroImage · 884
PDF
Feature Selection: A Data Perspective
2016 · Li, Jundong, Cheng, Kewei, et al. · arXiv (Cornell University) · 873
PDF
LEAF: A Benchmark for Federated Settings
2018 · Caldas, Sebastian, Duddu, Sai Meher Karthik, et al. · arXiv (Cornell University) · 865
PDF
Querying semi-structured data
1997 · Serge Abiteboul · Lecture notes in computer science · 761
PDF
Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification
2019 · Hsu, Tzu-Ming Harry, Qi, Hang, et al. · arXiv (Cornell University) · 737
PDF
Deep learning in multimodal remote sensing data fusion: A comprehensive review
2022 · Jiaxin Li, Danfeng Hong, et al. · International Journal of Applied Earth Observation and Geoinformation · 640
PDF
Uniqueness of medical data mining
2002 · Krzysztof J. Cios, G. William Moore · Artificial Intelligence in Medicine · 638
Heterogeneous Federated Learning: State-of-the-art and Research Challenges
2023 · Mang Ye, Xiuwen Fang, et al. · ACM Computing Surveys · 625
PDF
Causal inference and the data-fusion problem
2016 · Elias Bareinboim, Judea Pearl · Proceedings of the National Academy of Sciences · 620
PDF
Works count: 16,560
Citation count: 204,600
Year
Topic
Type