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14AN INTRODUCTION TO DATA AND TEXT MINING IN HEALTHCARE

A Focus on Building Alerting Systems for Decision Support

BILLIE ANDERSON, CALI M. DAVIS, AND J. MICHAEL HARDIN

Contents

Introduction to Healthcare Alerting Systems

An Overview of Data Mining for Healthcare Alerting Systems

Big Data in Healthcare Today

Case Study of Decision Support Systems

Description of Data

Data Mining Models

Logistic Regression

Artifcial Neural Networks

Assessment of Data Mining Models

Kolmogorov–Smirnov Statistic

Area under the Receiver Operating Characteristic Curve

Three Data Mining Models for Colorectal Cancer

Text Mining Healthcare Alerting Examples

Introduction to Healthcare Alerting Systems

Alerting systems for healthcare ...

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