This textbook teaches health analytics using examples from the statistical programming language R. It utilizes real-world examples with publicly available datasets from healthcare and direct-to-consumer genetics to provide learners with real-world examples and enable them to get their hands on actual data. This textbook is designed to accompany either a senior-level undergraduate course or a Masters level graduate course on health analytics.The reader will advance from no prior knowledge of R to being well versed in applications within R that apply to data science and health analytics.“I have never seen a book like this and think it will make an important contribution to the field. I really like that it covers environmental, social, and geospatial data. I also really like the coverage of ethics. These aspects of health analytics are often overlooked or deemphasized. I will definitely buy copies for my team.”- Jason Moore, Cedars-Sinai Medical Center“Overall, I have a highly positive impression of the book. It is VERY comprehensive. It covers very extensive data types. I do not recall other books with the same level of comprehensiveness.”- Shuangge Ma, Yale University“The book is comprehensive in both aspects of genetics, and health analytics. It covers any type of information a healthcare data scientist should be familiar with, whether they are novice or experienced. I found any chapter that I looked into comprehensive, but also not too detailed (although in general this book is more than 600 pages of comprehensive and detailed relevant information).”- Robert Moskovtich, Ben-Gurion University of the Negev
Autor: | Boland, Mary Regina |
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ISBN: | 9783031743825 |
Sprache: | Englisch |
Seitenzahl: | 660 |
Produktart: | Gebunden |
Verlag: | Springer International Publishing |
Veröffentlicht: | 01.01.2025 |
Untertitel: | Learning Data Science Using Examples from Healthcare and Direct-to-Consumer Genetics |
Schlagworte: | Direct-to-consumer genetics R R code clinical data data analytics data mining data science directtoconsumer genetics health analytics |
Dr. Mary Regina Boland has been in the field of informatics/health analytics for the past 14 years, specifically in academic medical centers for 13 years. She has taught a Precision Medicine/Health Analytics course for Masters-level students at the University of Pennsylvania for 5-years (2018-2023) located in Philadelphia, PA, USA, and she is currently teaching an advanced undergraduate level course called Health Analytics at Saint Vincent College in Latrobe, PA, USA.