Statistics and Machine Learning Methods for EHR Data
Statistics and Machine Learning Methods for EHR Data The use of Electronic Health Records (EHR)/Electronic Medical Records (EMR) data is becoming more prevalent for research. This book covers many…
Specifikacia Statistics and Machine Learning Methods for EHR Data
Statistics and Machine Learning Methods for EHR Data
The use of Electronic Health Records (EHR)/Electronic Medical Records (EMR) data is becoming more prevalent for research. This book covers many important topics related to using EHR/EMR data for research including data extraction, cleaning, processing, analysis, inference, and predictions based on many years of practical experience of the authors. However, analysis of this type of data has many unique complications due to how they are collected, processed and types of questions that can be answered.
The book carefully evaluates and compares the standard statistical models and approaches with those of machine learning and deep learning methods and reports the unbiased comparison results for these methods in predicting clinical outcomes based on the EHR data.Key Features:Written based on hands-on experience of contributors from multidisciplinary EHR research
Data Mining and Machine Learning
Statistics for Data Science
Statistics for Data Scientists