Demystifying Big Data and Machine Learning for Healthcare

Written By Prashant Natarajan
Demystifying Big Data and Machine Learning for Healthcare
  • Publsiher : CRC Press
  • Release : 15 February 2017
  • ISBN : 1315389312
  • Pages : 210 pages
  • Rating : 4/5 from 21 reviews
GET THIS BOOKDemystifying Big Data and Machine Learning for Healthcare


Read or download book entitled Demystifying Big Data and Machine Learning for Healthcare written by Prashant Natarajan which was release on 15 February 2017, this book published by CRC Press. Available in PDF, EPUB and Kindle Format. Book excerpt: Healthcare transformation requires us to continually look at new and better ways to manage insights – both within and outside the organization today. Increasingly, the ability to glean and operationalize new insights efficiently as a byproduct of an organization’s day-to-day operations is becoming vital to hospitals and health systems ability to survive and prosper. One of the long-standing challenges in healthcare informatics has been the ability to deal with the sheer variety and volume of disparate healthcare data and the increasing need to derive veracity and value out of it. Demystifying Big Data and Machine Learning for Healthcare investigates how healthcare organizations can leverage this tapestry of big data to discover new business value, use cases, and knowledge as well as how big data can be woven into pre-existing business intelligence and analytics efforts. This book focuses on teaching you how to: Develop skills needed to identify and demolish big-data myths Become an expert in separating hype from reality Understand the V’s that matter in healthcare and why Harmonize the 4 C’s across little and big data Choose data fi delity over data quality Learn how to apply the NRF Framework Master applied machine learning for healthcare Conduct a guided tour of learning algorithms Recognize and be prepared for the future of artificial intelligence in healthcare via best practices, feedback loops, and contextually intelligent agents (CIAs) The variety of data in healthcare spans multiple business workflows, formats (structured, un-, and semi-structured), integration at point of care/need, and integration with existing knowledge. In order to deal with these realities, the authors propose new approaches to creating a knowledge-driven learning organization-based on new and existing strategies, methods and technologies. This book will address the long-standing challenges in healthcare informatics and provide pragmatic recommendations on how to deal with them.

Demystifying Big Data and Machine Learning for Healthcare

Demystifying Big Data and Machine Learning for Healthcare
  • Author : Prashant Natarajan,John C. Frenzel,Detlev H. Smaltz
  • Publisher : CRC Press
  • Release Date : 2017-02-15
  • Total pages : 210
  • ISBN : 1315389312
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Summary : Healthcare transformation requires us to continually look at new and better ways to manage insights – both within and outside the organization today. Increasingly, the ability to glean and operationalize new insights efficiently as a byproduct of an organization’s day-to-day operations is becoming vital to hospitals and health systems ability ...

Demystifying Big Data Machine Learning and Deep Learning for Healthcare Analytics

Demystifying Big Data  Machine Learning  and Deep Learning for Healthcare Analytics
  • Author : Pradeep N,Sandeep Kautish,Sheng-Lung Peng
  • Publisher : Academic Press
  • Release Date : 2021-06-25
  • Total pages : 372
  • ISBN : 1315389312
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Summary : Demystifying Big Data, Machine Learning, and Deep Learning for Healthcare Analytics presents the changing world of data utilization, especially in clinical healthcare. Various techniques, methodologies, and algorithms are presented in this book to organize data in a structured manner that will assist physicians in the care of patients and help ...

Digital Health Transformation with Blockchain and Artificial Intelligence

Digital Health Transformation with Blockchain and Artificial Intelligence
  • Author : Chinmay Chakraborty
  • Publisher : CRC Press
  • Release Date : 2022-05-11
  • Total pages : 368
  • ISBN : 1315389312
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Summary : The book Digital Health Transformation with Blockchain and Artificial Intelligence covers the global digital revolution in the field of healthcare sector. The population has been overcoming the COVID-19 period; therefore, we need to establish intelligent digital healthcare systems using various emerging technologies like Blockchain and Artificial Intelligence. Internet of Medical ...

Intelligent Healthcare

Intelligent Healthcare
  • Author : Chinmay Chakraborty
  • Publisher : Springer Nature
  • Release Date : 2022-06-29
  • Total pages : 212
  • ISBN : 1315389312
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Summary : Download or read online Intelligent Healthcare written by Chinmay Chakraborty, published by Springer Nature which was released on . Get Intelligent Healthcare Books now! Available in PDF, ePub and Kindle....

Emerging Technologies in Healthcare

Emerging Technologies in Healthcare
  • Author : Matthew N. O. Sadiku,Rotimi A. K. Jaiyesimi,Joyce B. Idehen,Sarhan M. Musa
  • Publisher : AuthorHouse
  • Release Date : 2021-10-05
  • Total pages : 316
  • ISBN : 1315389312
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Summary : Health is regarded as one of the global challenges for mankind. Healthcare is a complex system that covers processes of diagnosis, treatment, and prevention of diseases. It constitutes a fundamental pillar of the modern society. Modern healthcare is technological healthcare. Technology is everywhere. This book focuses on twenty-one emerging technologies ...

Machine Learning with Health Care Perspective

Machine Learning with Health Care Perspective
  • Author : Vishal Jain,Jyotir Moy Chatterjee
  • Publisher : Springer Nature
  • Release Date : 2020-03-09
  • Total pages : 415
  • ISBN : 1315389312
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Summary : This unique book introduces a variety of techniques designed to represent, enhance and empower multi-disciplinary and multi-institutional machine learning research in healthcare informatics. Providing a unique compendium of current and emerging machine learning paradigms for healthcare informatics, it reflects the diversity, complexity, and the depth and breadth of this multi-disciplinary ...

Demystifying AI for the Enterprise

Demystifying AI for the Enterprise
  • Author : Prashant Natarajan,Bob Rogers,Edward Dixon,Jonas Christensen,Kirk Borne,Leland Wilkinson,Shantha Mohan
  • Publisher : CRC Press
  • Release Date : 2021-12-31
  • Total pages : 434
  • ISBN : 1315389312
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Summary : Artificial intelligence (AI) in its various forms –– machine learning, chatbots, robots, agents, etc. –– is increasingly being seen as a core component of enterprise business workflow and information management systems. The current promise and hype around AI are being driven by software vendors, academic research projects, and startups. However, we posit ...

Intelligence Based Medicine

Intelligence Based Medicine
  • Author : Anthony C. Chang
  • Publisher : Academic Press
  • Release Date : 2020-06-27
  • Total pages : 534
  • ISBN : 1315389312
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Summary : Intelligence-Based Medicine: Data Science, Artificial Intelligence, and Human Cognition in Clinical Medicine and Healthcare provides a multidisciplinary and comprehensive survey of artificial intelligence concepts and methodologies with real life applications in healthcare and medicine. Authored by a senior physician-data scientist, the book presents an intellectual and academic interface between the ...

Information and Communication Technologies for Development Evaluation

Information and Communication Technologies for Development Evaluation
  • Author : Oscar A. García,Prashanth Kotturi
  • Publisher : Routledge
  • Release Date : 2019-07-09
  • Total pages : 158
  • ISBN : 1315389312
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Summary : Written by a team of expert practitioners at the Independent Office of Evaluation of International Fund for Agricultural Development (IFAD), this book gives an insight into the implications of new and emerging technologies in development evaluation. Growing technologies such as big data analytics, machine learning and remote sensing present new ...

Artificial Intelligence in Healthcare

Artificial Intelligence in Healthcare
  • Author : Adam Bohr,Kaveh Memarzadeh
  • Publisher : Academic Press
  • Release Date : 2020-06-21
  • Total pages : 378
  • ISBN : 1315389312
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Summary : Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of healthcare data. The book is split into two sections where the first section describes the current healthcare challenges and the rise of AI in this arena. The ...

A Global Approach to Data Value Maximization

A Global Approach to Data Value Maximization
  • Author : Paolo Dell’Aversana
  • Publisher : Cambridge Scholars Publishing
  • Release Date : 2019-04-17
  • Total pages : 226
  • ISBN : 1315389312
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Summary : This book presents a systematic discussion about methods and techniques used to extract the maximum informative value from complex data sets. A multitude of approaches and techniques can be applied for that purpose, including data fusion and model integration, multimodal data analysis in different physical domains, audio-video display of data ...

Advances in Surgery 2020

Advances in Surgery 2020
  • Author : John L. Cameron
  • Publisher : Elsevier Health Sciences
  • Release Date : 2020-08-30
  • Total pages : 240
  • ISBN : 1315389312
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Summary : Each year, Advances in Surgery reviews the most current practices in general surgery. A distinguished editorial board, headed by Dr. John Cameron, identifies key areas of major progress and controversy and invites preeminent specialists to contribute original articles devoted to these topics. These insightful overviews in general surgery bring concepts ...

Research Anthology on Telemedicine Efficacy Adoption and Impact on Healthcare Delivery

Research Anthology on Telemedicine Efficacy  Adoption  and Impact on Healthcare Delivery
  • Author : Management Association, Information Resources
  • Publisher : IGI Global
  • Release Date : 2021-01-15
  • Total pages : 689
  • ISBN : 1315389312
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Summary : Telemedicine, which involves electronic communications and software, provides the same clinical services to patients without the requirement of an in-person visit. Essentially, this is considered remote healthcare. Though telemedicine is not a new practice, it has become an increasingly popular form of healthcare delivery due to current events, including the ...

Impacts of Information Technology on Patient Care and Empowerment

Impacts of Information Technology on Patient Care and Empowerment
  • Author : McHaney, Roger W.,Reychev, Iris,Azuri, Joseph,McHaney, Mark E.,Moshonov, Rami
  • Publisher : IGI Global
  • Release Date : 2019-09-20
  • Total pages : 452
  • ISBN : 1315389312
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Summary : Modern technology has impacted healthcare and interactions between patients and healthcare providers through a variety of means including the internet, social media, mobile devices, and the internet of things. These new technologies have empowered, frustrated, educated, and confused patients by making educational materials more widely available and allowing patients to ...

Cognitive Analytics Concepts Methodologies Tools and Applications

Cognitive Analytics  Concepts  Methodologies  Tools  and Applications
  • Author : Management Association, Information Resources
  • Publisher : IGI Global
  • Release Date : 2020-03-06
  • Total pages : 1961
  • ISBN : 1315389312
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Summary : Due to the growing use of web applications and communication devices, the use of data has increased throughout various industries, including business and healthcare. It is necessary to develop specific software programs that can analyze and interpret large amounts of data quickly in order to ensure adequate usage and predictive ...