Process Mining

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Process Mining

Author : Wil M. P. van der Aalst
Publisher : Springer
ISBN 13 : 3662498510
Total Pages : 477 pages
Book Rating : 4.6/5 (624 download)

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Book Synopsis Process Mining by : Wil M. P. van der Aalst

Download or read book Process Mining written by Wil M. P. van der Aalst and published by Springer. This book was released on 2016-04-15 with total page 477 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Process Mining in Action

Author : Lars Reinkemeyer
Publisher : Springer Nature
ISBN 13 : 3030401723
Total Pages : 207 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Process Mining in Action by : Lars Reinkemeyer

Download or read book Process Mining in Action written by Lars Reinkemeyer and published by Springer Nature. This book was released on 2020-03-14 with total page 207 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Process Mining Techniques in Business Environments

Author : Andrea Burattin
Publisher : Springer
ISBN 13 : 3319174827
Total Pages : 220 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Process Mining Techniques in Business Environments by : Andrea Burattin

Download or read book Process Mining Techniques in Business Environments written by Andrea Burattin and published by Springer. This book was released on 2015-05-12 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: After a brief presentation of the state of the art of process-mining techniques, Andrea Burratin proposes different scenarios for the deployment of process-mining projects, and in particular a characterization of companies in terms of their process awareness. The approaches proposed in this book belong to two different computational paradigms: first to classic "batch process mining," and second to more recent "online process mining." The book encompasses a revised version of the author's PhD thesis, which won the "Best Process Mining Dissertation Award" in 2014, awarded by the IEEE Task Force on Process Mining.

A Primer on Process Mining

Author : Diogo R. Ferreira
Publisher : Springer
ISBN 13 : 3319564277
Total Pages : 96 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis A Primer on Process Mining by : Diogo R. Ferreira

Download or read book A Primer on Process Mining written by Diogo R. Ferreira and published by Springer. This book was released on 2017-06-19 with total page 96 pages. Available in PDF, EPUB and Kindle. Book excerpt: The main goal of this book is to explain the core ideas of process mining, and to demonstrate how they can be implemented using just some basic tools that are available to any computer scientist or data scientist. It describes how to analyze event logs in order to discover the behavior of real-world business processes. The end result can often be visualized as a graph, and the book explains how to use Python and Graphviz to render these graphs intuitively. Overall, it enables the reader to implement process mining techniques on his or her own, independently of any specific process mining tool. An introduction to two popular process mining tools, namely Disco and ProM, is also provided. The book will be especially valuable for self-study or as a precursor to a more advanced text. Practitioners and students will be able to follow along on their own, even if they have no prior knowledge of the topic. After reading this book, they will be able to more confidently proceed to the research literature if needed.

Process Mining in Healthcare

Author : Ronny S. Mans
Publisher : Springer
ISBN 13 : 3319160710
Total Pages : 91 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Process Mining in Healthcare by : Ronny S. Mans

Download or read book Process Mining in Healthcare written by Ronny S. Mans and published by Springer. This book was released on 2015-03-12 with total page 91 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Conformance Checking and Diagnosis in Process Mining

Author : Jorge Munoz-Gama
Publisher : Springer
ISBN 13 : 3319494511
Total Pages : 202 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Conformance Checking and Diagnosis in Process Mining by : Jorge Munoz-Gama

Download or read book Conformance Checking and Diagnosis in Process Mining written by Jorge Munoz-Gama and published by Springer. This book was released on 2016-11-22 with total page 202 pages. Available in PDF, EPUB and Kindle. Book excerpt: Process mining techniques can be used to discover, analyze and improve real processes, by extracting models from observed behavior. The aim of this book is conformance checking, one of the main areas of process mining. In conformance checking, existing process models are compared with actual observations of the process in order to assess their quality. Conformance checking techniques are a way to visualize the differences between assumed process represented in the model and the real process in the event log, pinpointing possible problems to address, and the business process management results that rely on these models. This book combines both application and research perspectives. It provides concrete use cases that illustrate the problems addressed by the techniques in the book, but at the same time, it contains complete conceptualization and formalization of the problem and the techniques, and through evaluations on the quality and the performance of the proposed techniques. Hence, this book brings the opportunity for business analysts willing to improve their organization processes, and also data scientists interested on the topic of process-oriented data science.

Process Mining

Author : Wil van der Aalst
Publisher : Springer
ISBN 13 : 9783642434952
Total Pages : 0 pages
Book Rating : 4.4/5 (349 download)

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Book Synopsis Process Mining by : Wil van der Aalst

Download or read book Process Mining written by Wil van der Aalst and published by Springer. This book was released on 2014-10-07 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: More and more information about business processes is recorded by information systems in the form of so-called “event logs”. Despite the omnipresence of such data, most organizations diagnose problems based on fiction rather than facts. Process mining is an emerging discipline based on process model-driven approaches and data mining. It not only allows organizations to fully benefit from the information stored in their systems, but it can also be used to check the conformance of processes, detect bottlenecks, and predict execution problems. Wil van der Aalst delivers the first book on process mining. It aims to be self-contained while covering the entire process mining spectrum from process discovery to operational support. In Part I, the author provides the basics of business process modeling and data mining necessary to understand the remainder of the book. Part II focuses on process discovery as the most important process mining task. Part III moves beyond discovering the control flow of processes and highlights conformance checking, and organizational and time perspectives. Part IV guides the reader in successfully applying process mining in practice, including an introduction to the widely used open-source tool ProM. Finally, Part V 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.

Interactive Process Mining in Healthcare

Author : Carlos Fernandez-Llatas
Publisher : Springer Nature
ISBN 13 : 3030539938
Total Pages : 310 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Interactive Process Mining in Healthcare by : Carlos Fernandez-Llatas

Download or read book Interactive Process Mining in Healthcare written by Carlos Fernandez-Llatas and published by Springer Nature. This book was released on 2020-10-28 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Business Process Management Workshops

Author : Florian Daniel
Publisher : Springer Science & Business Media
ISBN 13 : 3642281079
Total Pages : 534 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Business Process Management Workshops by : Florian Daniel

Download or read book Business Process Management Workshops written by Florian Daniel and published by Springer Science & Business Media. This book was released on 2012-01-25 with total page 534 pages. Available in PDF, EPUB and Kindle. Book excerpt: LNBIP 99 and LNBIP 100 together constitute the thoroughly refereed proceedings of 12 international workshops held in Clermont-Ferrand, France, in conjunction with the 9th International Conference on Business Process Management, BPM 2011, in August 2011. The 12 workshops focused on Business Process Design (BPD 2011), Business Process Intelligence (BPI 2011), Business Process Management and Social Software (BPMS2 2011), Cross-Enterprise Collaboration (CEC 2011), Empirical Research in Business Process Management (ER-BPM 2011), Event-Driven Business Process Management (edBPM 2011), Process Model Collections (PMC 2011), Process-Aware Logistics Systems (PALS 2011), Process-Oriented Systems in Healthcare (ProHealth 2011), Reuse in Business Process Management (rBPM 2011), Traceability and Compliance of Semi-Structured Processes (TC4SP 2011), and Workflow Security Audit and Certification (WfSAC 2011). In addition, the proceedings also include the Process Mining Manifesto (as an Open Access Paper), which has been jointly developed by more than 70 scientists, consultants, software vendors, and end-users. LNBIP 99 contains the revised and extended papers from BPD 2011, BPI 2011 (including the Process Mining Manifesto), BPMS2 2011, CEC 2011, ER-BPM 2011, and edBPM 2011.

Business Process Management

Author : Umeshwar Dayal
Publisher : Springer Science & Business Media
ISBN 13 : 3642038476
Total Pages : 374 pages
Book Rating : 4.6/5 (42 download)

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Book Synopsis Business Process Management by : Umeshwar Dayal

Download or read book Business Process Management written by Umeshwar Dayal and published by Springer Science & Business Media. This book was released on 2009-08-28 with total page 374 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 7th International Conference on Business Process Management, BPM 2009, held in Ulm, Germany, in September 2009. The volume contains 19 revised full research papers carefully reviewed and selected from 116 submissions, as well as 3 invited talks. The conference has a record of attracting innovative research of the highest quality related to all aspects of BPM, including theory, frameworks, methods, techniques, architectures, standards, and empirical findings.

Data Mining and Knowledge Discovery for Process Monitoring and Control

Author : Xue Z. Wang
Publisher : Springer Science & Business Media
ISBN 13 : 1447104218
Total Pages : 263 pages
Book Rating : 4.4/5 (471 download)

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Book Synopsis Data Mining and Knowledge Discovery for Process Monitoring and Control by : Xue Z. Wang

Download or read book Data Mining and Knowledge Discovery for Process Monitoring and Control written by Xue Z. Wang and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 263 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modern computer-based control systems are able to collect a large amount of information, display it to operators and store it in databases but the interpretation of the data and the subsequent decision making relies mainly on operators with little computer support. This book introduces developments in automatic analysis and interpretation of process-operational data both in real-time and over the operational history, and describes new concepts and methodologies for developing intelligent, state space-based systems for process monitoring, control and diagnosis. The book brings together new methods and algorithms from process monitoring and control, data mining and knowledge discovery, artificial intelligence, pattern recognition, and causal relationship discovery, as well as signal processing. It also provides a framework for integrating plant operators and supervisors into the design of process monitoring and control systems.

Business Process Management Workshops

Author : Arthur ter Hofstede
Publisher : Springer Science & Business Media
ISBN 13 : 3540782370
Total Pages : 520 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Business Process Management Workshops by : Arthur ter Hofstede

Download or read book Business Process Management Workshops written by Arthur ter Hofstede and published by Springer Science & Business Media. This book was released on 2008-02-29 with total page 520 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-workshop proceedings of 6 internationl workshops held in Brisbane, Australia, in conjunction with the 5th International Conference on Business Process Management, BPM 2007, in September 2007. The 45 revised full papers presented were carefully reviewed and selected from more than 80 submissions to the following 6 international workshops: Business Process Intelligence (BPI 2007), Business Process Design (BPD 2007), Collaborative Business Processes (CBP 2007), Process-oriented Information Systems in Healthcare (ProHealth 2007), Reference Modeling (RefMod 2007), and Advances in Semantics for Web Services (semantics4ws 2007).

Process Mining Techniques for Pattern Recognition

Author : Vikash Yadav
Publisher : CRC Press
ISBN 13 : 100054057X
Total Pages : 180 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Process Mining Techniques for Pattern Recognition by : Vikash Yadav

Download or read book Process Mining Techniques for Pattern Recognition written by Vikash Yadav and published by CRC Press. This book was released on 2022-02-28 with total page 180 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on the theory, practice, and concepts of process mining techniques in detail, especially pattern recognition in diverse society, science, medicine, engineering, and business. The book deliberates several perspectives on process mining techniques in the broader context of data science and big data approaches. Process Mining Techniques for Pattern Recognition: Concepts, Theory, and Practice provides an introduction to process mining techniques and pattern recognition. After that, it delivers the fundamentals of process modelling and mining essential to comprehend the book. The text emphasizes discovery as an important process mining task and includes case studies as well as real-life examples to guide users in successfully applying process mining techniques for pattern recognition in practice. Intended to be an introduction to process mining and pattern recognition for students, academics, and practitioners, this book is perfect for those who want to learn the basics, and also gain an understanding of the concepts on a deeper level.

Applications and Developments in Semantic Process Mining

Author : Kingsley Okoye
Publisher : Engineering Science Reference
ISBN 13 : 9781799826699
Total Pages : pages
Book Rating : 4.8/5 (266 download)

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Book Synopsis Applications and Developments in Semantic Process Mining by : Kingsley Okoye

Download or read book Applications and Developments in Semantic Process Mining written by Kingsley Okoye and published by Engineering Science Reference. This book was released on 2020 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book explores the need for the effective management of data across different process domains and the need for the enhancement of process mining results and analysis"--

Process Mining Workshops

Author : Sander Leemans
Publisher : Springer
ISBN 13 : 9783030726928
Total Pages : 400 pages
Book Rating : 4.7/5 (269 download)

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Book Synopsis Process Mining Workshops by : Sander Leemans

Download or read book Process Mining Workshops written by Sander Leemans and published by Springer. This book was released on 2021-03-31 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes revised selected papers from the International Workshops held at the Second International Conference on Process Mining, ICPM 2020, which took place during October 4-9, 2020. The conference was planned to take place in Padua, Italy, but had to be held online due to the COVID-19 pandemic. 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 29 papers included in this volume were carefully reviewed and selected from 59 submissions. They stem from the following workshops: 1st International Workshop on Event Data and Behavioral Analytics (EDBA) 1st International Workshop on Leveraging Machine Learning in Process Mining (ML4PM) 1st International Workshop on Streaming Analytics for Process Mining (SA4PM'20) 5th International Workshop on Process Querying, Manipulation, and Intelligence (PQMI) 3rd International Workshop on Process-Oriented Data Science for Healthcare (PODS4H) 1st International Workshop on Trust and Privacy in Process Analytics (TPPA)

The Digital Journey of Banking and Insurance, Volume II

Author : Volker Liermann
Publisher : Springer Nature
ISBN 13 : 3030788296
Total Pages : 362 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis The Digital Journey of Banking and Insurance, Volume II by : Volker Liermann

Download or read book The Digital Journey of Banking and Insurance, Volume II written by Volker Liermann and published by Springer Nature. This book was released on 2021-10-27 with total page 362 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book, the second one of three volumes, gives practical examples by a number of use cases showing how to take first steps in the digital journey of banks and insurance companies. The angle shifts over the volumes from a business-driven approach in “Disruption and DNA” to a strong technical focus in “Data Storage, Processing and Analysis”, leaving “Digitalization and Machine Learning Applications” with the business and technical aspects in-between. This second volume mainly emphasizes use cases as well as the methods and technologies applied to drive digital transformation (such as processes, leveraging computational power and machine learning models).

Conformance Checking

Author : Josep Carmona
Publisher : Springer
ISBN 13 : 331999414X
Total Pages : 285 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Conformance Checking by : Josep Carmona

Download or read book Conformance Checking written by Josep Carmona and published by Springer. This book was released on 2018-11-11 with total page 285 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces readers to the field of conformance checking as a whole and outlines the fundamental relation between modelled and recorded behaviour. Conformance checking interrelates the modelled and recorded behaviour of a given process and provides techniques and methods for comparing and analysing observed instances of a process in the presence of a model, independent of the model’s origin. Its goal is to provide an overview of the essential techniques and methods in this field at an intuitive level, together with precise formalisations of its underlying principles. The book is divided into three parts, that are meant to cover different perspectives of the field of conformance checking. Part I presents a comprehensive yet accessible overview of the essential concepts used to interrelate modelled and recorded behaviour. It also serves as a reference for assessing how conformance checking efforts could be applied in specific domains. Next, Part II provides readers with detailed insights into algorithms for conformance checking, including the most commonly used formal notions and their instantiation for specific analysis questions. Lastly, Part III highlights applications that help to make sense of conformance checking results, thereby providing a necessary next step to increase the value of a given process model. They help to interpret the outcomes of conformance checking and incorporate them by means of enhancement and repair techniques. Providing the core building blocks of conformance checking and describing its main applications, this book mainly addresses students specializing in business process management, researchers entering process mining and conformance checking for the first time, and advanced professionals whose work involves process evaluation, modelling and optimization.