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Practical Predictive Analytics and Decisioning Systems for Medicine

2014-09-27 Computers
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Release : 2014-09-27
Genre : Computers
Kind : eBook
Book Rating : 40X/5 ( reviews)

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Book Synopsis Practical Predictive Analytics and Decisioning Systems for Medicine by : Gary D. Miner

Download or read book Practical Predictive Analytics and Decisioning Systems for Medicine written by Gary D. Miner. This book was released on 2014-09-27. Available in PDF, EPUB and Kindle. Book excerpt: With the advent of electronic medical records years ago and the increasing capabilities of computers, our healthcare systems are sitting on growing mountains of data. Not only does the data grow from patient volume but the type of data we store is also growing exponentially. Practical Predictive Analytics and Decisioning Systems for Medicine provides research tools to analyze these large amounts of data and addresses some of the most pressing issues and challenges where data integrity is compromised: patient safety, patient communication, and patient information. Through the use of predictive analytic models and applications, this book is an invaluable resource to predict more accurate outcomes to help improve quality care in the healthcare and medical industries in the most cost–efficient manner.Practical Predictive Analytics and Decisioning Systems for Medicine provides the basics of predictive analytics for those new to the area and focuses on general philosophy and activities in the healthcare and medical system. It explains why predictive models are important, and how they can be applied to the predictive analysis process in order to solve real industry problems. Researchers need this valuable resource to improve data analysis skills and make more accurate and cost-effective decisions. Includes models and applications of predictive analytics why they are important and how they can be used in healthcare and medical research Provides real world step-by-step tutorials to help beginners understand how the predictive analytic processes works and to successfully do the computations Demonstrates methods to help sort through data to make better observations and allow you to make better predictions

Applied Predictive Modeling

2013-05-17 Medical
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Release : 2013-05-17
Genre : Medical
Kind : eBook
Book Rating : 493/5 ( reviews)

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Book Synopsis Applied Predictive Modeling by : Max Kuhn

Download or read book Applied Predictive Modeling written by Max Kuhn. This book was released on 2013-05-17. Available in PDF, EPUB and Kindle. Book excerpt: Applied Predictive Modeling covers the overall predictive modeling process, beginning with the crucial steps of data preprocessing, data splitting and foundations of model tuning. The text then provides intuitive explanations of numerous common and modern regression and classification techniques, always with an emphasis on illustrating and solving real data problems. The text illustrates all parts of the modeling process through many hands-on, real-life examples, and every chapter contains extensive R code for each step of the process. This multi-purpose text can be used as an introduction to predictive models and the overall modeling process, a practitioner’s reference handbook, or as a text for advanced undergraduate or graduate level predictive modeling courses. To that end, each chapter contains problem sets to help solidify the covered concepts and uses data available in the book’s R package. This text is intended for a broad audience as both an introduction to predictive models as well as a guide to applying them. Non-mathematical readers will appreciate the intuitive explanations of the techniques while an emphasis on problem-solving with real data across a wide variety of applications will aid practitioners who wish to extend their expertise. Readers should have knowledge of basic statistical ideas, such as correlation and linear regression analysis. While the text is biased against complex equations, a mathematical background is needed for advanced topics.

Predictive Intelligence in Medicine

2019-10-10 Computers
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Release : 2019-10-10
Genre : Computers
Kind : eBook
Book Rating : 815/5 ( reviews)

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Book Synopsis Predictive Intelligence in Medicine by : Islem Rekik

Download or read book Predictive Intelligence in Medicine written by Islem Rekik. This book was released on 2019-10-10. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the Second International Workshop on Predictive Intelligence in Medicine, PRIME 2019, held in conjunction with MICCAI 2019, in Shenzhen, China, in October 2019. The 18 papers presented in this volume were carefully reviewed and selected for inclusion in this book. The contributions describe new cutting-edge predictive models and methods that solve challenging problems in the medical field for a high-precision predictive medicine.

Preventive and Predictive Genetics: Towards Personalised Medicine

2015-06-24 Science
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Release : 2015-06-24
Genre : Science
Kind : eBook
Book Rating : 447/5 ( reviews)

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Book Synopsis Preventive and Predictive Genetics: Towards Personalised Medicine by : Godfrey Grech

Download or read book Preventive and Predictive Genetics: Towards Personalised Medicine written by Godfrey Grech. This book was released on 2015-06-24. Available in PDF, EPUB and Kindle. Book excerpt: Pharmacogenomics supports personalized medicine by translating genome-based knowledge into clinical practice, offering enhanced benefit for patients and health-care systems at large. Current routine practice for diagnosing and treating patients is conducted by correlating parameters such as age, gender and weight with risks and expected treatment outcomes. In the new era of personalized medicine the healthcare provider is equipped with improved ability to prevent, diagnose, treat and predict outcomes on the basis of complex information sources, including genetic and genomic data. Targeted therapy and reliable prediction of expected outcomes offer patients access to better healthcare management, by way of identifying the therapies effective for the relevant patient group, avoiding prescription of unnecessary treatment and reducing the likelihood of developing adverse drug reactions.

Predictive Medicine

2020-01-10 Business & Economics
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Release : 2020-01-10
Genre : Business & Economics
Kind : eBook
Book Rating : 054/5 ( reviews)

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Book Synopsis Predictive Medicine by : Emmanuel Fombu

Download or read book Predictive Medicine written by Emmanuel Fombu. This book was released on 2020-01-10. Available in PDF, EPUB and Kindle. Book excerpt: Predictive Medicine makes artificial intelligence more accessible for healthcare practitioners without shying away from complex topics and controversial subject matter. Artificial intelligence, machine learning, natural language processing, robotics, big data and other new technologies are ready to revolutionize the way we look at healthcare. But if we want them to achieve their full potential, we’ll need leaders who understand these new tools and who have long-term strategies in place to take advantage of them. This book will help you to become one of those leaders. Predictive Medicine makes artificial intelligence more accessible for healthcare practitioners without shying away from complex topics and controversial subject matter. It’s a call-to-action for a new generation of health leaders and a roadmap to help them usher in a brighter future.

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