Process Mining Techniques For Managing And Improving Healthcare Systems

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Process Mining Techniques for Managing and Improving Healthcare Systems

Maha Zayoud
Process Mining Techniques for Managing and Improving Healthcare Systems Book PDF

Author : Maha Zayoud
Publisher : CRC Press
Page : 215 pages
File Size : 51,6 Mb
Release : 2023-06-26
Category : Technology & Engineering
ISBN : 9781000898576

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Process Mining Techniques for Managing and Improving Healthcare Systems by Maha Zayoud Pdf

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.

Process Mining in Healthcare

Ronny S. Mans,Wil M. P. van der Aalst,Rob J. B. Vanwersch
Process Mining in Healthcare Book PDF

Author : Ronny S. Mans,Wil M. P. van der Aalst,Rob J. B. Vanwersch
Publisher : Springer
Page : 91 pages
File Size : 55,6 Mb
Release : 2015-03-12
Category : Computers
ISBN : 9783319160719

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Process Mining in Healthcare by Ronny S. Mans,Wil M. P. van der Aalst,Rob J. B. Vanwersch Pdf

What are the possibilities for process mining in hospitals? In this book the authors provide an answer to this question by presenting a healthcare reference model that outlines all the different classes of data that are potentially available for process mining in healthcare and the relationships between them. Subsequently, based on this reference model, they explain the application opportunities for process mining in this domain and discuss the various kinds of analyses that can be performed. They focus on organizational healthcare processes rather than medical treatment processes. The combination of event data and process mining techniques allows them to analyze the operational processes within a hospital based on facts, thus providing a solid basis for managing and improving processes within hospitals. To this end, they also explicitly elaborate on data quality issues that are relevant for the data aspects of the healthcare reference model. This book mainly targets advanced professionals involved in areas related to business process management, business intelligence, data mining, and business process redesign for healthcare systems as well as graduate students specializing in healthcare information systems and process analysis.

Interactive Process Mining in Healthcare

Carlos Fernandez-Llatas
Interactive Process Mining in Healthcare Book PDF

Author : Carlos Fernandez-Llatas
Publisher : Springer Nature
Page : 310 pages
File Size : 53,8 Mb
Release : 2020-10-28
Category : Medical
ISBN : 9783030539931

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Interactive Process Mining in Healthcare by Carlos Fernandez-Llatas Pdf

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.

ICT for an Inclusive World

Youcef Baghdadi,Antoine Harfouche,Marta Musso
ICT for an Inclusive World Book PDF

Author : Youcef Baghdadi,Antoine Harfouche,Marta Musso
Publisher : Springer Nature
Page : 597 pages
File Size : 41,6 Mb
Release : 2020-01-30
Category : Computers
ISBN : 9783030342692

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ICT for an Inclusive World by Youcef Baghdadi,Antoine Harfouche,Marta Musso Pdf

This book discusses the impact of information and communication technologies (ICTs) on organizations and on society as a whole. Specifically, it examines how such technologies improve our life and work, making them more inclusive through smart enterprises. The book focuses on how actors understand Industry 4.0 as well as the potential of ICTs to support organizational and societal activities, and how they adopt and adapt these technologies to achieve their goals. Gathering papers from various areas of organizational strategy, such as new business models, competitive strategies and knowledge management, the book covers a number of topics, including how innovative technologies improve the life of the individuals, organizations, and societies; how social media can drive fundamental business changes, as their innovative nature allows for interactive communication between customers and businesses; and how developing countries can use these technologies in an innovative way. It also explores the impact of organizations on society through sustainable development and social responsibility, and how ICTs use social media networks in the process of value co-creation, addressing these issues from both private and public sector perspectives and on national and international levels, mainly in the context of technology innovations.

Process Mining

Wil M. P. van der Aalst
Process Mining Book PDF

Author : Wil M. P. van der Aalst
Publisher : Springer
Page : 477 pages
File Size : 44,6 Mb
Release : 2016-04-15
Category : Computers
ISBN : 9783662498514

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Process Mining by Wil M. P. van der Aalst Pdf

This is the second edition of Wil van der Aalst’s seminal book on process mining, which now discusses the field also in the broader context of data science and big data approaches. It includes several additions and updates, e.g. on inductive mining techniques, the notion of alignments, a considerably expanded section on software tools and a completely new chapter of process mining in the large. It is self-contained, while at the same time covering the entire process-mining spectrum from process discovery to predictive analytics. After a general introduction to data science and process mining in Part I, Part II provides the basics of business process modeling and data mining necessary to understand the remainder of the book. Next, Part III focuses on process discovery as the most important process mining task, while Part IV moves beyond discovering the control flow of processes, highlighting conformance checking, and organizational and time perspectives. Part V offers a guide to successfully applying process mining in practice, including an introduction to the widely used open-source tool ProM and several commercial products. Lastly, Part VI takes a step back, reflecting on the material presented and the key open challenges. Overall, this book provides a comprehensive overview of the state of the art in process mining. It is intended for business process analysts, business consultants, process managers, graduate students, and BPM researchers.

Fundamentals of Clinical Data Science

Pieter Kubben,Michel Dumontier,Andre Dekker
Fundamentals of Clinical Data Science Book PDF

Author : Pieter Kubben,Michel Dumontier,Andre Dekker
Publisher : Springer
Page : 219 pages
File Size : 52,9 Mb
Release : 2018-12-21
Category : Medical
ISBN : 9783319997131

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Fundamentals of Clinical Data Science by Pieter Kubben,Michel Dumontier,Andre Dekker Pdf

This open access book comprehensively covers the fundamentals of clinical data science, focusing on data collection, modelling and clinical applications. Topics covered in the first section on data collection include: data sources, data at scale (big data), data stewardship (FAIR data) and related privacy concerns. Aspects of predictive modelling using techniques such as classification, regression or clustering, and prediction model validation will be covered in the second section. The third section covers aspects of (mobile) clinical decision support systems, operational excellence and value-based healthcare. Fundamentals of Clinical Data Science is an essential resource for healthcare professionals and IT consultants intending to develop and refine their skills in personalized medicine, using solutions based on large datasets from electronic health records or telemonitoring programmes. The book’s promise is “no math, no code”and will explain the topics in a style that is optimized for a healthcare audience.

2020 IEEE 23rd International Multitopic Conference (INMIC)

IEEE Staff
2020 IEEE 23rd International Multitopic Conference INMIC Book PDF

Author : IEEE Staff
Publisher : Unknown
Page : 128 pages
File Size : 53,7 Mb
Release : 2020-11-05
Category : Electronic
ISBN : 1728198941

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2020 IEEE 23rd International Multitopic Conference (INMIC) by IEEE Staff Pdf

The 2020 IEEE 23rd International Multitopic Conference (INMIC) will take place in Bahawalpur, Pakistan, 5 7 November 2020 The INMIC is the flagship annual conference of IEEE in Pakistan The focus of the INMIC is on multidisciplinary topics in the field of electrical & electronics engineering, computer systems engineering, and computer science The aim of INMIC2020 is to provide a friendly and supportive environment for rich scientific exchange of ideas between researchers and industry practitioners It also presents an excellent opportunity to graduate students and PhD scholars to familiarize themselves with the state of art research in various computing disciplines The conference program will feature oral and poster presentations, and plenary sessions Special attention will be devoted to student contributions in INMIC2020 Regular student papers, for which the first author is a student, will be considered for the best student paper award

Advances in Computer Science for Engineering and Education VI

Zhengbing Hu,Ivan Dychka,Matthew He
Advances in Computer Science for Engineering and Education VI Book PDF

Author : Zhengbing Hu,Ivan Dychka,Matthew He
Publisher : Springer Nature
Page : 1166 pages
File Size : 53,5 Mb
Release : 2023-08-18
Category : Computers
ISBN : 9783031361180

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Advances in Computer Science for Engineering and Education VI by Zhengbing Hu,Ivan Dychka,Matthew He Pdf

This book contains high-quality refereed research papers presented at the 6th International Conference on Computer Science, Engineering, and Education Applications (ICCSEEA2023), which took place in Warsaw, Poland, on March 17–19, 2023, and was organized by the National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute”, the National Aviation University, Lviv Polytechnic National University, the Polish Operational and Systems Society, Warsaw University of Technology, and the International Research Association of Modern Education and Computer Science. The book covers a variety of topics, including cutting-edge research in computer science, artificial intelligence, engineering techniques, smart logistics, and knowledge representation with educational applications. The book is an invaluable resource for academics, graduate students, engineers, management professionals, and undergraduate students who are interested in computer science and its applications in engineering and education.

Biomedical Engineering Systems and Technologies

Ana Fred,Joaquim Filipe,Hugo Gamboa
Biomedical Engineering Systems and Technologies Book PDF

Author : Ana Fred,Joaquim Filipe,Hugo Gamboa
Publisher : Springer Science & Business Media
Page : 551 pages
File Size : 55,6 Mb
Release : 2008-11-27
Category : Science
ISBN : 9783540922193

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Biomedical Engineering Systems and Technologies by Ana Fred,Joaquim Filipe,Hugo Gamboa Pdf

This book contains the best papers of the First International Joint Conference on B- medical Engineering Systems and Technologies (BIOSTEC 2008), organized by the Institute for Systems and Technologies of Information Control and Communication (INSTICC), technically co-sponsored by the IEEE Engineering in Medicine and Bi- ogy Society (EMB), ACM SIGART and the Workflow Management Coalition (WfMC), in cooperation with AAAI. The purpose of the International Joint Conference on Biomedical Engineering S- tems and Technologies is to bring together researchers and practitioners, including engineers, biologists, health professionals and informatics/computer scientists, int- ested in both theoretical advances and applications of information systems, artificial intelligence, signal processing, electronics and other engineering tools in knowledge areas related to biology and medicine. BIOSTEC is composed of three co-located conferences; each specializes in one of the aforementioned main knowledge areas, namely: • BIODEVICES (International Conference on Biomedical Electronics and - vices) focuses on aspects related to electronics and mechanical engineering, - pecially equipment and materials inspired from biological systems and/or - dressing biological requirements. Monitoring devices, instrumentation sensors and systems, biorobotics, micro-nanotechnologies and biomaterials are some of the technologies addressed at this conference.

Systems Modelling and Management

Önder Babur,Joachim Denil,Birgit Vogel-Heuser
Systems Modelling and Management Book PDF

Author : Önder Babur,Joachim Denil,Birgit Vogel-Heuser
Publisher : Springer Nature
Page : 197 pages
File Size : 43,7 Mb
Release : 2020-10-16
Category : Computers
ISBN : 9783030581671

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Systems Modelling and Management by Önder Babur,Joachim Denil,Birgit Vogel-Heuser Pdf

This book constitutes the refereed proceedings of the First International Conference on Systems Modelling and Management, ICSMM 2020, planned to be held in Bergen, Norway, in June 2020. Due to the COVID-19 pandemic the conference did not take place physically or virtually. The 10 full papers and 3 short papers were thoroughly reviewed and selected from 19 qualified submissions. The papers are organized according to the following topical sections: verification and validation; applications; methods, techniques and tools.

Process Mining in Action

Lars Reinkemeyer
Process Mining in Action Book PDF

Author : Lars Reinkemeyer
Publisher : Springer Nature
Page : 207 pages
File Size : 50,7 Mb
Release : 2020-03-14
Category : Computers
ISBN : 9783030401726

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Process Mining in Action by Lars Reinkemeyer Pdf

This book describes process mining use cases and business impact along the value chain, from corporate to local applications, representing the state of the art in domain know-how. Providing a set of industrial case studies and best practices, it complements academic publications on the topic. Further the book reveals the challenges and failures in order to offer readers practical insights and guidance on how to avoid the pitfalls and ensure successful operational deployment. The book is divided into three parts: Part I provides an introduction to the topic from fundamental principles to key success factors, and an overview of operational use cases. As a holistic description of process mining in a business environment, this part is particularly useful for readers not yet familiar with the topic. Part II presents detailed use cases written by contributors from a variety of functions and industries. Lastly, Part III provides a brief overview of the future of process mining, both from academic and operational perspectives. Based on a solid academic foundation, process mining has received increasing interest from operational businesses, with many companies already reaping the benefits. As the first book to present an overview of successful industrial applications, it is of particular interest to professionals who want to learn more about the possibilities and opportunities this new technology offers. It is also a valuable resource for researchers looking for empirical results when considering requirements for enhancements and further developments.

Data and Knowledge for Medical Decision Support

B. Blobel,A. Hasman,J. Zvárová
Data and Knowledge for Medical Decision Support Book PDF

Author : B. Blobel,A. Hasman,J. Zvárová
Publisher : IOS Press
Page : 224 pages
File Size : 41,5 Mb
Release : 2013-04-04
Category : Medical
ISBN : 9781614992400

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Data and Knowledge for Medical Decision Support by B. Blobel,A. Hasman,J. Zvárová Pdf

Ensuring patient safety and providing high-quality health services are the dominant challenges faced by healthcare systems around the world today. The sharing of advanced knowledge and best practice in diagnosis, therapy, process optimization and prevention are essential to achieve this goal; this includes enhanced networking socially and technologically as well as the inclusion of public health and social sciences. This book contains the proceedings of the 13th European Federation for Medical Informatics (EFMI) Special Topic Conference (STC), held in Prague, Czech Republic, in April 2013. The EFMI STC 2013 is Europe’s leading forum for presenting the results of current scientific work in health informatics processes, systems and technologies this year. The title of this 13th conference is Data and Knowledge for Medical Decision Support, and the conference addresses this important field, linking traditional and translational medicine with natural sciences and technology with a view to the design, implementation and deployment of intelligent systems which will meet the expectations of developers and users such as health professionals and patients. Within this context, the authors included here address the important issues of knowledge representation and management, appropriate terminologies and ontologies, the development of reasoning engines, and the modeling and simulation of real systems for decision making. The hot topics of "Big Data" and "Analytics" also receive attention.

MEDINFO 2015: EHealth-enabled Health

I.N. Sarkar,A. Georgiou,P. Mazzoncini de Azevedo Marques
MEDINFO 2015 EHealth enabled Health Book PDF

Author : I.N. Sarkar,A. Georgiou,P. Mazzoncini de Azevedo Marques
Publisher : IOS Press
Page : 1180 pages
File Size : 46,7 Mb
Release : 2015-08-12
Category : HEALTH & FITNESS
ISBN : 9781614995647

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MEDINFO 2015: EHealth-enabled Health by I.N. Sarkar,A. Georgiou,P. Mazzoncini de Azevedo Marques Pdf

Health and Biomedical Informatics is a rapidly evolving multidisciplinary field; one in which new developments may prove crucial in meeting the challenge of providing cost-effective, patient-centered healthcare worldwide. This book presents the proceedings of MEDINFO 2015, held in São Paulo, Brazil, in August 2015. The theme of this conference is ‘eHealth-enabled Health’, and the broad spectrum of topics covered ranges from emerging methodologies to successful implementations of innovative applications, integration and evaluation of eHealth systems and solutions. Included here are 178 full papers and 248 poster abstracts, selected after a rigorous review process from nearly 800 submissions by 2,500 authors from 59 countries. The conference brings together researchers, clinicians, technologists and managers from all over the world to share their experiences on the use of information methods, systems and technologies to promote patient-centered care, improving patient safety, enhancing care outcomes, facilitating translational research and enabling precision medicine, as well as advancing education and skills in Health and Biomedical Informatics. This comprehensive overview of Health and Biomedical Informatics will be of interest to all those involved in designing, commissioning and providing healthcare, wherever they may be.

Process Mining Workshops

Marco Montali,Arik Senderovich,Matthias Weidlich
Process Mining Workshops Book PDF

Author : Marco Montali,Arik Senderovich,Matthias Weidlich
Publisher : Springer Nature
Page : 593 pages
File Size : 43,7 Mb
Release : 2023-03-25
Category : Computers
ISBN : 9783031278150

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Process Mining Workshops by Marco Montali,Arik Senderovich,Matthias Weidlich Pdf

This open access book constitutes revised selected papers from the International Workshops held at the 4th International Conference on Process Mining, ICPM 2022, which took place in Bozen-Bolzano, Italy, during October 23–28, 2022. The conference focuses on the area of process mining research and practice, including theory, algorithmic challenges, and applications. The co-located workshops provided a forum for novel research ideas. The 42 papers included in this volume were carefully reviewed and selected from 89 submissions. They stem from the following workshops: – 3rd International Workshop on Event Data and Behavioral Analytics (EDBA) – 3rd International Workshop on Leveraging Machine Learning in Process Mining (ML4PM) – 3rd International Workshop on Responsible Process Mining (RPM) (previously known as Trust, Privacy and Security Aspects in Process Analytics) – 5th International Workshop on Process-Oriented Data Science for Healthcare (PODS4H) – 3rd International Workshop on Streaming Analytics for Process Mining (SA4PM) – 7th International Workshop on Process Querying, Manipulation, and Intelligence (PQMI) – 1st International Workshop on Education meets Process Mining (EduPM) – 1st International Workshop on Data Quality and Transformation in Process Mining (DQT-PM)

Business Process Management Workshops

Chiara Di Francescomarino,Remco Dijkman,Uwe Zdun
Business Process Management Workshops Book PDF

Author : Chiara Di Francescomarino,Remco Dijkman,Uwe Zdun
Publisher : Springer Nature
Page : 766 pages
File Size : 43,8 Mb
Release : 2020-01-03
Category : Computers
ISBN : 9783030374532

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Business Process Management Workshops by Chiara Di Francescomarino,Remco Dijkman,Uwe Zdun Pdf

This book constitutes revised papers from the twelve International Workshops held at the 17th International Conference on Business Process Management, BPM 2019, in Vienna, Austria, in September 2019: The third International Workshop on Artificial Intelligence for Business Process Management (AI4BPM) The third International Workshop on Business Processes Meet Internet-of-Things (BP-Meet-IoT) The 15th International Workshop on Business Process Intelligence (BPI) The first International Workshop on Business Process Management in the era of Digital Innovation and Transformation (BPMinDIT) The 12th International Workshop on Social and Human Aspects of Business Process Management (BPMS2) The 7th International Workshop on Declarative, Decision and Hybrid approaches to processes (DEC2H) The second International Workshop on Methods for Interpretation of Industrial Event Logs (MIEL) The first International Workshop on Process Management in Digital Production (PM-DiPro) The second International Workshop on Process-Oriented Data Science for Healthcare (PODS4H) The fourth International Workshop on Process Querying (PQ) The second International Workshop on Security and Privacy-enhanced Business Process Management (SPBP) The first International Workshop on the Value and Quality of Enterprise Modelling (VEnMo) Each of the workshops discussed research still in progress and focused on aspects of business process management, either a particular technical aspect or a particular application domain. These proceedings present the work that was discussed during the workshops.