Health Data Analytics

Health Data Analytics is the application of statistical, computational, and analytical methodologies to health data and information to identify patterns, generate evidence-based insights, and support clinical and administrative decision-making in healthcare organizations.

3.1K

Publications

172.6K

Citations

14.8K

Authors

3.9K

Institutions

Publications per year

2017–2026

Variants

Healthcare Data Analytics

Parents

Health InformaticsHealth Information Management

Children

Cohort AnalysisData AnalysisData GovernanceData IntegrationData PrivacyData SecurityDecision Support AnalyticsDescriptive Health StatisticsDisease Surveillance AnalyticsElectronic Health Record Analytics

Publications

3.1K

Multiple imputation using chained equations: Issues and guidance for practice

Ian R. White, Patrick Royston, Angela Wood · Statistics in Medicine · 2010 · 9.6K citations

Public Health, Data Science, Behavioral Health +15

Deep learning and its applications to machine health monitoring

Rui Zhao, Ruqiang Yan, Zhenghua Chen et al. · Mechanical Systems and Signal Processing · 2018 · 2.6K citations

Computing, Computer Science, Data Science +14

The future of digital health with federated learning

npj Digital Medicine · 2020 · 2.5K citations · Full text

Computing, Data Science, Health Informatics +11

Scalable and accurate deep learning with electronic health records

npj Digital Medicine · 2018 · 2.4K citations · Full text

Computing, Biomedical Informatics, Health Informatics +16

Scalable and accurate deep learning with electronic health records.

2018 · 2.4K citations

Computing, Biomedical Informatics, Health Informatics +16

1–5 of 3.1K

Authors

14.8K

CM
Carolyn McGregor
Ontario Tech University, Canada
16 publications · 368 citations
14
h-index
TM
Taghi M. Khoshgoftaar
Florida Atlantic University, United States
14 publications · 1K citations
14
h-index
RB
Riccardo Bellazzi
University of Pavia, Italy
11 publications · 315 citations
11
h-index
LS
Lucia Sacchi
University of Pavia, Italy
10 publications · 308 citations
10
h-index
RA
Richard A. Bauder
Florida Atlantic University, United States
9 publications · 649 citations
9
h-index

1–5 of 14.8K

Institutions

3.9K

1–8 of 3.9K

Venues

Journal of Medical Internet Research
42 publications · 3.9K citations
29
h-index
PubMed
Repository · 79 publications · 2.6K citations
28
h-index
PLoS ONE
52 publications · 2.1K citations
27
h-index
IEEE Access
36 publications · 4.8K citations
27
h-index
Journal of the American Medical Informatics Association
JAMIA · 39 publications · 2.3K citations
24
h-index

1–5

See also Health Data Analytics
Core Methods	Data Mining Predictive Analytics Machine Learning Natural Language Processing Anomaly Detection Computer Vision Supervised Learning Decision Trees Regression Real-time Data Processing Support Vector Machines Neural Networks Unsupervised Learning Clustering Reinforcement Learning
Applications	Clinical Decision Support Systems Disease Surveillance Precision Medicine Syndromic Surveillance Population Health Management Drug Development Resource Allocation Policy Monitoring Electronic Health Record Analytics Monitoring Hospital Operations Management
Data Sources	Clinical Decision Support Systems Epidemiology Electronic Health Records Medical Imaging Genomics Disease Registry Systems Mobile Health Applications Geospatial Data Structures Demographic Analysis Computerized Provider Order Entry Wearable Devices
Evaluation	Patient-reported Outcomes Usability Studies Data Integrity Risk Adjustment Inter-annotator Agreement
Limitations	Data Quality Data Privacy Data Governance Data Security Interoperability Data Standardization Regulatory Compliance Algorithmic Bias