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Big Data, Decision Models, and Public Health

Author

Listed:
  • Chien-Lung Chan

    (Department of Information Management, Yuan Ze University, Taoyuan 320, Taiwan
    Innovation Center for Big Data and Digital Convergence, Yuan Ze University, Taoyuan 320, Taiwan)

  • Chi-Chang Chang

    (School of Medical Informatics, Chung Shan Medical University & IT Office, Chung Shan Medical University Hospital, Taichung 40201, Taiwan)

Abstract

Unlike most daily decisions, medical decision making often has substantial consequences and trade-offs. Recently, big data analytics techniques such as statistical analysis, data mining, machine learning and deep learning can be applied to construct innovative decision models. With complex decision making, it can be difficult to comprehend and compare the benefits and risks of all available options to make a decision. For these reasons, this Special Issue focuses on the use of big data analytics and forms of public health decision making based on the decision model, spanning from theory to practice. A total of 64 submissions were carefully blind peer reviewed by at least two referees and, finally, 23 papers were selected for this Special Issue.

Suggested Citation

  • Chien-Lung Chan & Chi-Chang Chang, 2020. "Big Data, Decision Models, and Public Health," IJERPH, MDPI, vol. 17(18), pages 1-7, September.
    • Handle: RePEc:gam:jijerp:v:17:y:2020:i:18:p:6723-:d:413983
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    References listed on IDEAS

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    1. Yi-Ju Tseng & Ru-Fang Hu & Shin-Tyng Lee & Yu-Li Lin & Chien-Lung Hsu & Shih-Wei Lin & Chia-Wei Liou & Jiann-Der Lee & Tsung-I Peng & Tsong-Hai Lee, 2020. "Risk Factors Associated with Outcomes of Recombinant Tissue Plasminogen Activator Therapy in Patients with Acute Ischemic Stroke," IJERPH, MDPI, vol. 17(2), pages 1-12, January.
    2. Reuben Ng & Si Qi Lim & Su Ying Saw & Kelvin Bryan Tan, 2020. "40-Year Projections of Disability and Social Isolation of Older Adults for Long-Range Policy Planning in Singapore," IJERPH, MDPI, vol. 17(14), pages 1-8, July.
    3. Yi-Min Hsu & Hsin-Yu Fang & Cheng-Li Lin & Shwn-Huey Shieh, 2020. "The Risk of Depression in Patients with Pemphigus: A Nationwide Cohort Study in Taiwan," IJERPH, MDPI, vol. 17(6), pages 1-10, March.
    4. Sin-Cih Chen & Sudha Xirasagar & Ju-Chi Liu & Yi-Wei Kao & Ben-Chang Shia & Tzong-Hann Yang & Herng-Ching Lin, 2020. "A Population-Based Study of Healthcare Resource Utilization in Patients with Mitral Valve Prolapse," IJERPH, MDPI, vol. 17(5), pages 1-7, March.
    5. Chien-Lung Chan & Ai-Hsien Adams Li & Hsiang-An Chung & Dinh-Van Phan, 2020. "Cost Effectiveness Analysis and Payment Policy Recommendation—Population-Based Survey with Big Data Methodology for Readmission Prevention of Patients with Paroxysmal Supraventricular Tachycardia trea," IJERPH, MDPI, vol. 17(7), pages 1-11, March.
    6. Chun-Gu Cheng & Wu-Chien Chien & Chia-Peng Yu & Chi-Hsiang Chung & Chun-An Cheng, 2020. "Association between Reflux Esophagitis Incidence and Palmar Hyperhidrosis," IJERPH, MDPI, vol. 17(12), pages 1-10, June.
    7. Chih-Chia Hsieh & Chih-Hao Lin & William Yu Chung Wang & David J. Pauleen & Jengchung Victor Chen, 2020. "The Outcome and Implications of Public Precautionary Measures in Taiwan–Declining Respiratory Disease Cases in the COVID-19 Pandemic," IJERPH, MDPI, vol. 17(13), pages 1-10, July.
    8. Min-Hua Lin & She-Yu Chiu & Pei-Hsuan Chang & Yu-Liang Lai & Pau-Chung Chen & Wen-Chao Ho, 2020. "Hyperlipidemia and Statins Use for the Risk of New Diagnosed Sarcopenia in Patients with Chronic Kidney: A Population-Based Study," IJERPH, MDPI, vol. 17(5), pages 1-16, February.
    9. Tian-Shyug Lee & I-Fei Chen & Ting-Jen Chang & Chi-Jie Lu, 2020. "Forecasting Weekly Influenza Outpatient Visits Using a Two-Dimensional Hierarchical Decision Tree Scheme," IJERPH, MDPI, vol. 17(13), pages 1-15, July.
    10. Cheng-Hsuan Wu & Tsung-Hsien Lee & Shun-Fa Yang & Hui-Mei Tsao & Yu-Jun Chang & Chia-Hsuan Chou & Maw-Sheng Lee, 2019. "Interleukin-3 Polymorphism is Associated with Miscarriage of Fresh in Vitro Fertilization Cycles," IJERPH, MDPI, vol. 16(6), pages 1-11, March.
    11. Tsui-Wen Hsu & Disline Manli Tantoh & Pang-Li Liu & Pei-Hsin Chen & Oswald Ndi Nfor & Ming-Chih Chou & Long-Yau Lin & Yung-Po Liaw, 2019. "APOE Variant (rs405509) might Modulate the Effect of Sex and Educational Level on Cognitive Impairment Risk in a Taiwanese Population," IJERPH, MDPI, vol. 16(10), pages 1-10, May.
    12. Victor Olsavszky & Mihnea Dosius & Cristian Vladescu & Johannes Benecke, 2020. "Time Series Analysis and Forecasting with Automated Machine Learning on a National ICD-10 Database," IJERPH, MDPI, vol. 17(14), pages 1-17, July.
    13. Shih-Feng Weng & Hui-Ru Hsu & Yao-Lin Weng & Kai-Jen Tien & Hao-Yun Kao, 2020. "Health-Related Quality of Life and Medical Resource Use in Patients with Osteoporosis and Depression: A Cross-Sectional Analysis from the National Health and Nutrition Examination Survey," IJERPH, MDPI, vol. 17(3), pages 1-11, February.
    14. Jiyeon Kim & Mikyong Byun & Moonho Kim, 2020. "Physical and Psychological Factors Associated with Poor Self-Reported Health Status in Older Adults with Falls," IJERPH, MDPI, vol. 17(10), pages 1-10, May.
    15. Isabell K. Rumrich & Kirsi Vähäkangas & Matti Viluksela & Otto Hänninen, 2020. "Chained Risk Assessment for Life-Long Disease Burden of Early Exposures–Demonstration of Concept Using Prenatal Maternal Smoking," IJERPH, MDPI, vol. 17(5), pages 1-17, February.
    16. Ming-Yuan Huang & Mu-Yi Wang & Yu-Sheng Lin & Chien-Ju Lin & Kai Lo & I-Jen Chang & Ting-Yao Cheng & Szu-Ying Tsai & Hsin-Hao Chen & Chien-Yu Lin & Shu Jung Liu & Kuo-Liong Chien & Tzu-Lin Yeh, 2020. "The Association between Metabolically Healthy Obesity, Cardiovascular Disease, and All-Cause Mortality Risk in Asia: A Systematic Review and Meta-Analysis," IJERPH, MDPI, vol. 17(4), pages 1-11, February.
    17. Chun-Gu Cheng & Hsin Chu & Jiunn-Tay Lee & Wu-Chien Chien & Chun-An Cheng, 2020. "Increased One-Year Recurrent Ischemic Stroke after First-Ever Ischemic Stroke in Males with Benign Prostatic Hyperplasia," IJERPH, MDPI, vol. 17(15), pages 1-10, July.
    18. Chiara Airoldi & Daniela Ferrante & Lucia Miligi & Sara Piro & Giorgia Stoppa & Enrica Migliore & Elisabetta Chellini & Antonio Romanelli & Carlo Sciacchitano & Carolina Mensi & Domenica Cavone & Elis, 2020. "Estimation of Occupational Exposure to Asbestos in Italy by the Linkage of Mesothelioma Registry (ReNaM) and National Insurance Archives. Methodology and Results," IJERPH, MDPI, vol. 17(3), pages 1-14, February.
    19. Chin-Chuan Shih & Chi-Jie Lu & Gin-Den Chen & Chi-Chang Chang, 2020. "Risk Prediction for Early Chronic Kidney Disease: Results from an Adult Health Examination Program of 19,270 Individuals," IJERPH, MDPI, vol. 17(14), pages 1-11, July.
    20. Shan-Han Huang & Ying-Chi Lin & Chun-Wei Tung, 2020. "Identification of Time-Invariant Biomarkers for Non-Genotoxic Hepatocarcinogen Assessment," IJERPH, MDPI, vol. 17(12), pages 1-14, June.
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    Cited by:

    1. Chien-Lung Chan & Chi-Chang Chang, 2022. "Big Data, Decision Models, and Public Health," IJERPH, MDPI, vol. 19(14), pages 1-9, July.
    2. Daniele Piovani & Stefanos Bonovas, 2022. "Real World—Big Data Analytics in Healthcare," IJERPH, MDPI, vol. 19(18), pages 1-3, September.
    3. Hao-Yun Kao & Chi-Chang Chang & Chin-Fang Chang & Ying-Chen Chen & Chalong Cheewakriangkrai & Ya-Ling Tu, 2022. "Associations between Sex and Risk Factors for Predicting Chronic Kidney Disease," IJERPH, MDPI, vol. 19(3), pages 1-11, January.
    4. Gabriele Gäbler & Deborah Lycett & Walter Gall, 2022. "Integrating a New Dietetic Care Process in a Health Information System: A System and Process Analysis and Assessment," IJERPH, MDPI, vol. 19(5), pages 1-14, February.

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