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This textbook provides the basic concepts of epidemiology while preparing readers with the skills of applying statistical tools in real-life situations.
Students, in general, struggle with statistical theories and their practical applications. This book makes statistical concepts easy to understand by focusing on real-life examples, case studies, and exercises. It also provides step-by-step guides for data analysis and interpretation using standard statistical software such as SPSS, SAS, R, Python, and GIS as appropriate, illustrating the concepts.
Through the book's 23 chapters, readers primarily learn how to apply statistical methods in epidemiological studies and problem-solving. Among the topics covered:
Clinical Trials
Epidemic Investigation and Control
Geospatial Applications in Epidemiology
Survival Analysis and Applications Using SAS and SPSS
Systematic Review and Meta-Analysis: Evidence-based Decision-Making in Public Health
Missing Data Imputation: A Practical Guide
Artificial Intelligence and Machine Learning
Multivariate Linear Regression and Logistics Regression Analysis Using SAS
Each chapter is written by eminent scientists and experts worldwide, including contributors from institutions in the United States, Canada, Bangladesh, India, Hong Kong, Malaysia, and the Middle East.
Statistical Approaches for Epidemiology: From Concept to Application is an all-in-one book that serves as an essential text for graduate students, faculty, instructors, and researchers in public health and other branches of health sciences, as well as a useful resource for health researchers in industry, public health and health department professionals, health practitioners, and health research organizations and non-governmental organizations. The book also will be helpful for graduate students and faculty in related disciplines such as data science, nursing, social work, environmental health, occupational health, computer science, statistics, and biology.
Students, in general, struggle with statistical theories and their practical applications. This book makes statistical concepts easy to understand by focusing on real-life examples, case studies, and exercises. It also provides step-by-step guides for data analysis and interpretation using standard statistical software such as SPSS, SAS, R, Python, and GIS as appropriate, illustrating the concepts.
Through the book's 23 chapters, readers primarily learn how to apply statistical methods in epidemiological studies and problem-solving. Among the topics covered:
Clinical Trials
Epidemic Investigation and Control
Geospatial Applications in Epidemiology
Survival Analysis and Applications Using SAS and SPSS
Systematic Review and Meta-Analysis: Evidence-based Decision-Making in Public Health
Missing Data Imputation: A Practical Guide
Artificial Intelligence and Machine Learning
Multivariate Linear Regression and Logistics Regression Analysis Using SAS
Each chapter is written by eminent scientists and experts worldwide, including contributors from institutions in the United States, Canada, Bangladesh, India, Hong Kong, Malaysia, and the Middle East.
Statistical Approaches for Epidemiology: From Concept to Application is an all-in-one book that serves as an essential text for graduate students, faculty, instructors, and researchers in public health and other branches of health sciences, as well as a useful resource for health researchers in industry, public health and health department professionals, health practitioners, and health research organizations and non-governmental organizations. The book also will be helpful for graduate students and faculty in related disciplines such as data science, nursing, social work, environmental health, occupational health, computer science, statistics, and biology.
This textbook provides the basic concepts of epidemiology while preparing readers with the skills of applying statistical tools in real-life situations.
Students, in general, struggle with statistical theories and their practical applications. This book makes statistical concepts easy to understand by focusing on real-life examples, case studies, and exercises. It also provides step-by-step guides for data analysis and interpretation using standard statistical software such as SPSS, SAS, R, Python, and GIS as appropriate, illustrating the concepts.
Through the book's 23 chapters, readers primarily learn how to apply statistical methods in epidemiological studies and problem-solving. Among the topics covered:
Clinical Trials
Epidemic Investigation and Control
Geospatial Applications in Epidemiology
Survival Analysis and Applications Using SAS and SPSS
Systematic Review and Meta-Analysis: Evidence-based Decision-Making in Public Health
Missing Data Imputation: A Practical Guide
Artificial Intelligence and Machine Learning
Multivariate Linear Regression and Logistics Regression Analysis Using SAS
Each chapter is written by eminent scientists and experts worldwide, including contributors from institutions in the United States, Canada, Bangladesh, India, Hong Kong, Malaysia, and the Middle East.
Statistical Approaches for Epidemiology: From Concept to Application is an all-in-one book that serves as an essential text for graduate students, faculty, instructors, and researchers in public health and other branches of health sciences, as well as a useful resource for health researchers in industry, public health and health department professionals, health practitioners, and health research organizations and non-governmental organizations. The book also will be helpful for graduate students and faculty in related disciplines such as data science, nursing, social work, environmental health, occupational health, computer science, statistics, and biology.
Students, in general, struggle with statistical theories and their practical applications. This book makes statistical concepts easy to understand by focusing on real-life examples, case studies, and exercises. It also provides step-by-step guides for data analysis and interpretation using standard statistical software such as SPSS, SAS, R, Python, and GIS as appropriate, illustrating the concepts.
Through the book's 23 chapters, readers primarily learn how to apply statistical methods in epidemiological studies and problem-solving. Among the topics covered:
Clinical Trials
Epidemic Investigation and Control
Geospatial Applications in Epidemiology
Survival Analysis and Applications Using SAS and SPSS
Systematic Review and Meta-Analysis: Evidence-based Decision-Making in Public Health
Missing Data Imputation: A Practical Guide
Artificial Intelligence and Machine Learning
Multivariate Linear Regression and Logistics Regression Analysis Using SAS
Each chapter is written by eminent scientists and experts worldwide, including contributors from institutions in the United States, Canada, Bangladesh, India, Hong Kong, Malaysia, and the Middle East.
Statistical Approaches for Epidemiology: From Concept to Application is an all-in-one book that serves as an essential text for graduate students, faculty, instructors, and researchers in public health and other branches of health sciences, as well as a useful resource for health researchers in industry, public health and health department professionals, health practitioners, and health research organizations and non-governmental organizations. The book also will be helpful for graduate students and faculty in related disciplines such as data science, nursing, social work, environmental health, occupational health, computer science, statistics, and biology.
Über den Autor
Amal K. Mitra, MD, MPH, DIH, DrPH, is an internationally recognized scientist and leader in the field of public health. He has a dual background in medicine and in public health. He was a pioneer in developing a Master degree program in Epidemiology and Biostatistics at The University of Southern Mississippi in 1998. He was the Founding Program Director of Public Health in the Faculty of Medicine at Kuwait University. Currently, Dr. Mitra is a tenured Professor of Epidemiology and Biostatistics at Jackson State University (JSU) in Jackson, Mississippi. He has been serving as the Director of Global Health Program Initiatives at JSU School of Public Health. He is collaborating with several institutions in Bangladesh, Hong Kong, India, Kuwait, Nepal and Malaysia. Dr. Mitra is the recipient of many awards including the Fulbright-Nehru Academic and Professional Excellence Award 2022-2023, Lifetime Achievement Award 2013, the Fulbright Scholar Award 2007-2008, the Innovation Award for Applied Research 2004, the Distinguished Teaching Award 2000, and the Distinguished Faculty Researcher Award 1999. He is the author of Epidemiology for Dummies published by Wiley & Sons in 2023.
Zusammenfassung
Provides practical examples and illustrations of the use of epidemiologic concepts
Shows how to conduct real-life data analysis and step-by-step solutions to problems
Features authors with extensive teaching and research backgrounds
Inhaltsverzeichnis
Chapter 1. Descriptive and Analytical Epidemiology .- Chapter 2. Cross-Sectional Study: The Role of Observation in Epidemiological Studies.- Chapter 3. Case-Control Study .- Chapter 4. Cohort Studies .- Chapter 5. Epidemiological Measures.- Chapter 6. Clinical Trials .- Chapter 7. Screening.- Chapter 8. Surveillance: The Role of Observation in Epidemiological Studies .- Chapter 9. Standardization .- Chapter 10. Causal Association .- Chapter 11. Bias, Confounding, and Effect Modifier .- Chapter 12. Epidemic Investigation and Control .- Chapter 13. Population Projection.- Chapter 14. Geospatial Applications in Epidemiology: Location, Location, Location .- Chapter 15. Survival Analysis and Applications Using SAS and SPSS .- Chapter 16. Systematic Review and Meta-Analysis: Evidence-based Decision-Making in Public Health.- Chapter 17. Sample Size Estimation .- Chapter 18. Missing Data Imputation: A Practical Guide .- Chapter 19. Artificial Intelligence and Machine Learning .- Chapter 20. A Step-By-Step Guide to Data Analysis Using SPSS: Iron Study Data.- Chapter 21. Data Analysis Using SPSS: Jackson Heart Study .- Chapter 22. Multivariate Linear Regression and Logistics Regression Analysis Using SAS.- Chapter 23. Epidemiology of COVID-19: An Update .
Details
Erscheinungsjahr: | 2023 |
---|---|
Fachbereich: | Allgemeine Lexika |
Genre: | Mathematik, Medizin, Naturwissenschaften, Technik |
Rubrik: | Wissenschaften |
Medium: | Buch |
Inhalt: |
xxix
429 S. |
ISBN-13: | 9783031417832 |
ISBN-10: | 3031417836 |
Sprache: | Englisch |
Einband: | Gebunden |
Redaktion: | Mitra, Amal K. |
Herausgeber: | Amal K Mitra |
Auflage: | 1st edition 2024 |
Hersteller: |
Springer International Publishing
Springer International Publishing AG |
Verantwortliche Person für die EU: | Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com |
Maße: | 241 x 160 x 31 mm |
Von/Mit: | Amal K. Mitra |
Erscheinungsdatum: | 13.12.2023 |
Gewicht: | 0,852 kg |
Über den Autor
Amal K. Mitra, MD, MPH, DIH, DrPH, is an internationally recognized scientist and leader in the field of public health. He has a dual background in medicine and in public health. He was a pioneer in developing a Master degree program in Epidemiology and Biostatistics at The University of Southern Mississippi in 1998. He was the Founding Program Director of Public Health in the Faculty of Medicine at Kuwait University. Currently, Dr. Mitra is a tenured Professor of Epidemiology and Biostatistics at Jackson State University (JSU) in Jackson, Mississippi. He has been serving as the Director of Global Health Program Initiatives at JSU School of Public Health. He is collaborating with several institutions in Bangladesh, Hong Kong, India, Kuwait, Nepal and Malaysia. Dr. Mitra is the recipient of many awards including the Fulbright-Nehru Academic and Professional Excellence Award 2022-2023, Lifetime Achievement Award 2013, the Fulbright Scholar Award 2007-2008, the Innovation Award for Applied Research 2004, the Distinguished Teaching Award 2000, and the Distinguished Faculty Researcher Award 1999. He is the author of Epidemiology for Dummies published by Wiley & Sons in 2023.
Zusammenfassung
Provides practical examples and illustrations of the use of epidemiologic concepts
Shows how to conduct real-life data analysis and step-by-step solutions to problems
Features authors with extensive teaching and research backgrounds
Inhaltsverzeichnis
Chapter 1. Descriptive and Analytical Epidemiology .- Chapter 2. Cross-Sectional Study: The Role of Observation in Epidemiological Studies.- Chapter 3. Case-Control Study .- Chapter 4. Cohort Studies .- Chapter 5. Epidemiological Measures.- Chapter 6. Clinical Trials .- Chapter 7. Screening.- Chapter 8. Surveillance: The Role of Observation in Epidemiological Studies .- Chapter 9. Standardization .- Chapter 10. Causal Association .- Chapter 11. Bias, Confounding, and Effect Modifier .- Chapter 12. Epidemic Investigation and Control .- Chapter 13. Population Projection.- Chapter 14. Geospatial Applications in Epidemiology: Location, Location, Location .- Chapter 15. Survival Analysis and Applications Using SAS and SPSS .- Chapter 16. Systematic Review and Meta-Analysis: Evidence-based Decision-Making in Public Health.- Chapter 17. Sample Size Estimation .- Chapter 18. Missing Data Imputation: A Practical Guide .- Chapter 19. Artificial Intelligence and Machine Learning .- Chapter 20. A Step-By-Step Guide to Data Analysis Using SPSS: Iron Study Data.- Chapter 21. Data Analysis Using SPSS: Jackson Heart Study .- Chapter 22. Multivariate Linear Regression and Logistics Regression Analysis Using SAS.- Chapter 23. Epidemiology of COVID-19: An Update .
Details
Erscheinungsjahr: | 2023 |
---|---|
Fachbereich: | Allgemeine Lexika |
Genre: | Mathematik, Medizin, Naturwissenschaften, Technik |
Rubrik: | Wissenschaften |
Medium: | Buch |
Inhalt: |
xxix
429 S. |
ISBN-13: | 9783031417832 |
ISBN-10: | 3031417836 |
Sprache: | Englisch |
Einband: | Gebunden |
Redaktion: | Mitra, Amal K. |
Herausgeber: | Amal K Mitra |
Auflage: | 1st edition 2024 |
Hersteller: |
Springer International Publishing
Springer International Publishing AG |
Verantwortliche Person für die EU: | Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com |
Maße: | 241 x 160 x 31 mm |
Von/Mit: | Amal K. Mitra |
Erscheinungsdatum: | 13.12.2023 |
Gewicht: | 0,852 kg |
Sicherheitshinweis