Interactive process mining in healthcare

by Fernández-Llatas, Carlos

Type Book

Rate 0.0 /5

Details

Files

Reviews

Download

Title Statements

Full title :Interactive process mining in healthcare / Carlos Fernandez-Llatas, editor.

Summary

This book provides a practically applicable guide to the methodologies and technologies for the application of interactive process mining paradigm. Case studies are presented where this paradigm has been successfully applied in emergency medicine, surgery processes, human behavior modelling, strokes and outpatients' services, enabling the reader to develop a deep understanding of how to apply process mining technologies in healthcare to support them in inferring new knowledge from past actions, and providing accurate and personalized knowledge to improve their future clinical decision-making. Interactive Process Mining in Healthcare comprehensively covers how machine learning algorithms can be utilized to create real scientific evidence to improve daily healthcare protocols, and is a valuable resource for a variety of health professionals seeking to develop new methods to improve their clinical decision-making.

Edition Statements

Publication Date:2021

Publication Statements

Publisher(s):Springer
Place of Publication:Cham, Switzerland
Language:eng
Publication Date:2021

The Physical Object

Description:xiv, 306 pages : : illustrations ; : 25 cm.

Edition Identifiers

ISBN:9783030539924, 303053992X
oclc:on1159041320
LC Classification:R859.7.D35
Dewey Decimal:610.285

Introduction -- Toward an integration of Data Science and Medical Domain -- To an interactive machine learning approach -- Process Mining for Healthcare -- Interactive process Mining paradigm -- Interactive Process Mining in Practice: Interactive Key Process Indicators -- Data Quality in Process Mining, Legal Issues and Open Data Integration -- Real Success Cases -- New Challenges. .

Subjects

data analysis Data Mining Data Mining -- methods Decision Support Techniques Evidence-Based Medicine Exploration de données (Informatique) Health services administration Health services administration -- Data … Information storage and retrieval syste… Médecine -- Informatique Medical care -- Quality control Medical Informatics Medicine -- Data processing Services de santé -- Administration Soins médicaux -- Qualité