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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. 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. 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. 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 t...
Machine Learning in Medicine
Machine Learning in Medicine covers the state-of-the-art techniques of machine learning and their applications in the medical field. It presents several computer-aided diagnosis (CAD) systems, which have played an important role in the diagnosis of several diseases in the past decade, e.g., cancer detection, resulting in the development of several successful systems. New developments in machine learning may make it possible in the near future to develop machines that are capable of completely performing tasks that currently cannot be completed without human aid, especially in the medical field. This book covers such machines, including convolutional neural networks (CNNs) with different acti...
Simultaneous Global New Drug Development
Global simultaneous development is becoming more necessary as the cost of developing medical products continues to grow. The strategy of using multiregional clinical trials (MRCTs) has become the preferred method for developing new medicines. Implementing the same protocol to include subjects from many geographical regions around the world, MRCTs can speed up the patient enrolment, thus resulting in quicker drug development and obtaining faster approval of the drug globally. After the publication of the editors’ first volume on this topic, there have been new developments on MRCTs. The International Council for Harmonisation (ICH) issued ICH E17, a guideline document on MRCTs, in November ...
Advances in Mobile Health Technology
The COVID-19 pandemic upended the lives of many and taught us the critical importance of taking care of one’s health and wellness. Technological advances, coupled with advances in healthcare, has enabled the widespread growth of a new area called mobile health or mHealth that has completely revolutionized how people envision healthcare today. Just as smartphones and tablet computers are rapidly becoming the dominant consumer computer platforms, mHealth technology is emerging as an integral part of consumer health and wellness management regimes. The aim of this book is to inform readers about the this relatively modern technology, from its history and evolution to the current state-of-the-...
Human and Societal Security in the Circumpolar Arctic
Human and Societal Security in the Circumpolar Arctic addresses a comprehensive understanding of security in the Arctic, with a particular focus on one of its sub-regions – the Barents region. The book presents a comparative and interdisciplinary perspective to which the Arctic is placed as referent, and special attention is paid to the viewpoint of local and indigenous communities. Overarching topics of human and societal security are touched upon from various angles and disciplinary approaches, The discussions are framed in the broader context of security studies. The volume specifically addresses the challenges facing the Arctic population which are important to be looked at from human security perspectives.
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. 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. 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. 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 t...
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Encyclopedia of Latin American Literature
A comprehensive, encyclopedic guide to the authors, works, and topics crucial to the literature of Central and South America and the Caribbean, the Encyclopedia of Latin American Literature includes over 400 entries written by experts in the field of Latin American studies. Most entries are of 1500 words but the encyclopedia also includes survey articles of up to 10,000 words on the literature of individual countries, of the colonial period, and of ethnic minorities, including the Hispanic communities in the United States. Besides presenting and illuminating the traditional canon, the encyclopedia also stresses the contribution made by women authors and by contemporary writers. Outstanding Reference Source Outstanding Reference Book
