Practical Predictive Analytics and Decisioning Systems for Medicine

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  • Publisher : Academic Press
  • Release : 27 September 2014
  • ISBN : 9780124116405
  • Page : 1110 pages
  • Rating : 4.5/5 from 103 voters

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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

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Practical Predictive Analytics and Decisioning Systems for Medicine

Practical Predictive Analytics and Decisioning Systems for Medicine
  • Author : Linda Miner,Pat Bolding,Joseph Hilbe,Mitchell Goldstein,Thomas Hill,Robert Nisbet,Nephi Walton,Gary Miner
  • Publisher : Academic Press
  • Release Date : 2014-09-27
  • ISBN : 9780124116405
GET THIS BOOKPractical Predictive Analytics and Decisioning Systems for Medicine

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,

Practical Predictive Analytics

Practical Predictive Analytics
  • Author : Ralph Winters
  • Publisher : Packt Publishing Ltd
  • Release Date : 2017-06-30
  • ISBN : 9781785880469
GET THIS BOOKPractical Predictive Analytics

Make sense of your data and predict the unpredictable About This Book A unique book that centers around develop six key practical skills needed to develop and implement predictive analytics Apply the principles and techniques of predictive analytics to effectively interpret big data Solve real-world analytical problems with the help of practical case studies and real-world scenarios taken from the world of healthcare, marketing, and other business domains Who This Book Is For This book is for those with a

Practical Predictive Analytics and Decisioning Systems for Medicine: Informatics Accuracy and Cost-Effectiveness for Healthcare Administration and Del

Practical Predictive Analytics and Decisioning Systems for Medicine: Informatics Accuracy and Cost-Effectiveness for Healthcare Administration and Del
  • Author : Linda Miner,Pat Bolding,Joseph Hilbe,Mitchell Goldstein,Thomas Hill,Robert Nisbet,Nephi Walton,Gary Miner
  • Publisher : Academic Press
  • Release Date : 2016-07-14
  • ISBN : 0128100621
GET THIS BOOKPractical Predictive Analytics and Decisioning Systems for Medicine: Informatics Accuracy and Cost-Effectiveness for Healthcare Administration and Del

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,

Practical Data Analytics for Innovation in Medicine

Practical Data Analytics for Innovation in Medicine
  • Author : Gary D Miner,Linda A. Miner,Scott Burk,Mitchell Goldstein,Robert Nisbet,Nephi Walton,Thomas Hill
  • Publisher : Academic Press
  • Release Date : 2022-09-01
  • ISBN : 9780323952750
GET THIS BOOKPractical Data Analytics for Innovation in Medicine

Practical Data Analytics for Innovation in Medicine: Building Real Predictive and Prescriptive Models in Personalized Healthcare and Medical Research Using AI, ML, and Related Technologies, Second Edition discusses the needs of healthcare and medicine in the 21st century, explaining how data analytics play an important and revolutionary role. With healthcare effectiveness and economics facing growing challenges, there is a rapidly emerging movement to fortify medical treatment and administration by tapping the predictive power of big data, such as predictive analytics,

Handbook of Statistical Analysis and Data Mining Applications

Handbook of Statistical Analysis and Data Mining Applications
  • Author : Robert Nisbet,Gary Miner,Ken Yale
  • Publisher : Elsevier
  • Release Date : 2017-11-09
  • ISBN : 9780124166455
GET THIS BOOKHandbook of Statistical Analysis and Data Mining Applications

Handbook of Statistical Analysis and Data Mining Applications, Second Edition, is a comprehensive professional reference book that guides business analysts, scientists, engineers and researchers, both academic and industrial, through all stages of data analysis, model building and implementation. The handbook helps users discern technical and business problems, understand the strengths and weaknesses of modern data mining algorithms and employ the right statistical methods for practical application. This book is an ideal reference for users who want to address massive and

Practical Data Analytics for Innovation in Medicine

Practical Data Analytics for Innovation in Medicine
  • Author : Gary D. Miner, PhD,Linda A. Miner, PhD,Scott Burk, PhD,Mitchell Goldstein, MD, FAAP,Robert Nisbet, PhD,Nephi Walton,Thomas Hill
  • Publisher : Academic Press
  • Release Date : 2022-09-15
  • ISBN : 0323952747
GET THIS BOOKPractical Data Analytics for Innovation in Medicine

Practical Data Analytics for Innovation in Medicine: Building Real Predictive and Prescriptive Models in Personalized Healthcare and Medical Research Using AI, ML, and Related Technologies, 2nd Edition discusses the needs of healthcare and medicine in the 21st century and explains how data analytics play an important and revolutionary role on fulfilling them. With healthcare effectiveness and economics facing growing challenges, there is a rapidly emerging movement to fortify medical treatment and administration by tapping the predictive power of big data,

HEALTHCARE's OUT SICK - PREDICTING A CURE - Solutions that WORK !!!!

HEALTHCARE's OUT SICK - PREDICTING A CURE - Solutions that WORK !!!!
  • Author : Gary D. Miner,Linda Miner,Darrell L. Dean
  • Publisher : CRC Press
  • Release Date : 2019-01-04
  • ISBN : 9780429015816
GET THIS BOOKHEALTHCARE's OUT SICK - PREDICTING A CURE - Solutions that WORK !!!!

The U.S. healthcare system is in "complete chaos-disarray." Medical costs have increased significantly over the past 6 years with 70% increase for deductibles and 24% or more for health insurance premiums. All the while, workers earnings have either not increased or if they did, the pay raises were for less than the increase in the cost of medical care. The situation is unsustainable and the public wants the system fixed. This book offers ways of fixing the problems in healthcare. HEALTHCARE's OUT

Decision Management Systems

Decision Management Systems
  • Author : James Taylor
  • Publisher : Pearson Education
  • Release Date : 2011-10-13
  • ISBN : 9780132884440
GET THIS BOOKDecision Management Systems

"A very rich book sprinkled with real-life examples as well as battle-tested advice.” —Pierre Haren, VP ILOG, IBM "James does a thorough job of explaining Decision Management Systems as enablers of a formidable business transformation.” —Deepak Advani, Vice President, Business Analytics Products and SPSS, IBM Build Systems That Work Actively to Help You Maximize Growth and Profits Most companies rely on operational systems that are largely passive. But what if you could make your systems active participants in optimizing your

It's All Analytics!

It's All Analytics!
  • Author : Scott Burk,Gary D. Miner
  • Publisher : CRC Press
  • Release Date : 2020-07-02
  • ISBN : 9781000067224
GET THIS BOOKIt's All Analytics!

It's All Analytics! The Foundations of AI, Big Data and Data Science Landscape for Professionals in Healthcare, Business, and Government (978-0-367-35968-3, 325690) Professionals are challenged each day by a changing landscape of technology and terminology. In recent history, especially in the last 25 years, there has been an explosion of terms and methods that automate and improve decision-making and operations. One term, "analytics," is an overarching description of a compilation of methodologies. But AI (artificial intelligence), statistics, decision science,

It's All Analytics - Part II

It's All Analytics - Part II
  • Author : Scott Burk,David Sweenor,Gary Miner
  • Publisher : CRC Press
  • Release Date : 2021-09-28
  • ISBN : 9781000433982
GET THIS BOOKIt's All Analytics - Part II

Up to 70% and even more of corporate Analytics Efforts fail!!! Even after these corporations have made very large investments, in time, talent, and money, in developing what they thought were good data and analytics programs. Why? Because the executives and decision makers and the entire analytics team have not considered the most important aspect of making these analytics efforts successful. In this Book II of "It’s All Analytics!" series, we describe two primary things: 1) What this "most important aspect"

Analytics in Healthcare and the Life Sciences

Analytics in Healthcare and the Life Sciences
  • Author : Thomas H. Davenport,Dwight McNeill
  • Publisher : Pearson Education
  • Release Date : 2013-11-04
  • ISBN : 9780133408706
GET THIS BOOKAnalytics in Healthcare and the Life Sciences

Make healthcare analytics work: leverage its powerful opportunities for improving outcomes, cost, and efficiency.This book gives you thepractical frameworks, strategies, tactics, and case studies you need to go beyond talk to action. The contributing healthcare analytics innovators survey the field’s current state, present start-to-finish guidance for planning and implementation, and help decision-makers prepare for tomorrow’s advances. They present in-depth case studies revealing how leading organizations have organized and executed analytic strategies that work, and fully cover the

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
  • ISBN : 9783030408503
GET THIS BOOKMachine Learning with Health Care Perspective

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 area. Further, it describes techniques for applying machine learning within organizations and explains how to evaluate the efficacy, suitability, and efficiency of such applications. Featuring illustrative case studies, including how

The Executive's Guide to AI and Analytics

The Executive's Guide to AI and Analytics
  • Author : Scott Burk,Gary D. Miner
  • Publisher : CRC Press
  • Release Date : 2022-06-07
  • ISBN : 9781000596328
GET THIS BOOKThe Executive's Guide to AI and Analytics

The Problem? Companies are failing to deliver on AI and analytics with over half stating they are "not yet treating data as a business asset". Over half admit that they are not competing on data and analytics. Seven out of 10 companies in a 2020 MIT study reported minimal or no impact from AI so far. Among the 90% of companies that have made some investment in AI, fewer than 2 out of 5 (40%) report business gains from AI in the past three years. And

Proceedings of Data Analytics and Management

Proceedings of Data Analytics and Management
  • Author : Deepak Gupta (Ph.D.),Zdzislaw Polkowski,Ashish Khanna (Of Guru Gobind Singh Indraprastha University),Siddhartha Bhattacharyya,Oscar Castillo
  • Publisher : Springer Nature
  • Release Date : 2022
  • ISBN : 9789811662898
GET THIS BOOKProceedings of Data Analytics and Management

This book includes original unpublished contributions presented at the International Conference on Data Analytics and Management (ICDAM 2021), held at Jan Wyzykowski University, Poland, during June 2021. The book covers the topics in data analytics, data management, big data, computational intelligence, and communication networks. The book presents innovative work by leading academics, researchers, and experts from industry which is useful for young researchers and students.

Practical Guide to Logistic Regression

Practical Guide to Logistic Regression
  • Author : Joseph M. Hilbe
  • Publisher : CRC Press
  • Release Date : 2016-04-05
  • ISBN : 9781498709583
GET THIS BOOKPractical Guide to Logistic Regression

Practical Guide to Logistic Regression covers the key points of the basic logistic regression model and illustrates how to use it properly to model a binary response variable. This powerful methodology can be used to analyze data from various fields, including medical and health outcomes research, business analytics and data science, ecology, fisheries, astronomy, transportation, insurance, economics, recreation, and sports. By harnessing the capabilities of the logistic model, analysts can better understand their data, make appropriate predictions and classifications, and