Process Mining Techniques for Managing and Improving Healthcare Systems
Auteur : Zayoud Maha
This book discusses a new process mining method along with a detailed comparison between different techniques that provide a complete vision of the process of data acquisition, data analysis, and data prediction.
Process Mining Techniques for Managing and Improving Healthcare Systems offers a new framework for process learning which is probabilistic and enables the process to be learned in an accumulative manner. The steps of prediction modeling and building the required knowledge are highlighted throughout the book, along with a strong emphasis on the correlation between the healthcare domain and technology including the different aspects, such as: managing records, information, and procedures; early detection of diseases; and the improvement of accuracy in choosing the right treatment procedures.
This reference provides a wealth of knowledge for practitioners, researchers, and students at the basic and intermediary levels working within the healthcare system, computer science, electronics and communications, as well as medical providers and also hospital management entities.
Maha Zayoud was born in Damascus, Syria, in 1985. She holds PHD degree in the field of industrial engineering from Politehnica University of Bucharest, Romania. B.S. and M.S. degrees in computer engineering from Kuwait University, Kuwait. She is currently with the Department of Computer Engineering, at the College of Engineering and Technology, the American University of the Middle East, Kuwait. Her research interests include machine learning, data and process mining, big data, industrial management systems, and intelligent engineering designs.
Date de parution : 06-2023
15.6x23.4 cm
Thèmes de Process Mining Techniques for Managing and Improving... :
Mots-clés :
Systems Engineering; Probabilistic Approach; Management Information System; MIS; Big Data; Machine Learning; Van Der Aalst; Workflow Net; Business Process; Fuzzy Miner; Process Mining Techniques; Petri Nets; Process Mining Methods; Log File; Process Mining; Business Process Management; Mathematical Expression; Patient LoS; Swot Analysis; ASD; Heuristics Miner; Discrete Event Dynamic System; Data Sets; Dependency Matrix; Current Process Model; Super Set; Autism Disorder; BD; Big Data Analysis Methods; Event Log; Semi Supervised Learning