Process Mining

Process Mining

Author: Wil van der Aalst

Publisher: Springer

Published: 2014-10-07

Total Pages: 0

ISBN-13: 9783642434952

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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.


Business Process Modeling, Simulation and Design, Second Edition

Business Process Modeling, Simulation and Design, Second Edition

Author: Manuel Laguna

Publisher: CRC Press

Published: 2013-04-25

Total Pages: 527

ISBN-13: 1439885257

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Most textbooks on business process management focus on either the nuts and bolts of computer simulation or the managerial aspects of business processes. Covering both technical and managerial aspects of business process management, Business Process Modeling, Simulation and Design, Second Edition presents the tools to design effective business processes and the management techniques to operate them efficiently. New to the Second Edition Three completely revised chapters that incorporate ExtendSim 8 An introduction to simulation A chapter on business process analytics Developed from the authors’ many years of teaching process design and simulation courses, the text provides students with a thorough understanding of numerous analytical tools that can be used to model, analyze, design, manage, and improve business processes. It covers a wide range of approaches, including discrete event simulation, graphical flowcharting tools, deterministic models for cycle time analysis and capacity decisions, analytical queuing methods, and data mining. Unlike other operations management books, this one emphasizes user-friendly simulation software as well as business processes, rather than only manufacturing processes or general operations management problems. Taking an analytical modeling approach to process design, this book illustrates the power of simulation modeling as a vehicle for analyzing and designing business processes. It teaches how to apply process simulation and discusses the managerial implications of redesigning processes. The ExtendSim software is available online and ancillaries are available for instructors.


Fundamentals of Business Process Management

Fundamentals of Business Process Management

Author: Marlon Dumas

Publisher: Springer

Published: 2018-03-23

Total Pages: 546

ISBN-13: 3662565099

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This textbook covers the entire Business Process Management (BPM) lifecycle, from process identification to process monitoring, covering along the way process modelling, analysis, redesign and automation. Concepts, methods and tools from business management, computer science and industrial engineering are blended into one comprehensive and inter-disciplinary approach. The presentation is illustrated using the BPMN industry standard defined by the Object Management Group and widely endorsed by practitioners and vendors worldwide. In addition to explaining the relevant conceptual background, the book provides dozens of examples, more than 230 exercises – many with solutions – and numerous suggestions for further reading. This second edition includes extended and completely revised chapters on process identification, process discovery, qualitative process analysis, process redesign, process automation and process monitoring. A new chapter on BPM as an enterprise capability has been added, which expands the scope of the book to encompass topics such as the strategic alignment and governance of BPM initiatives. The textbook is the result of many years of combined teaching experience of the authors, both at the undergraduate and graduate levels as well as in the context of professional training. Students and professionals from both business management and computer science will benefit from the step-by-step style of the textbook and its focus on fundamental concepts and proven methods. Lecturers will appreciate the class-tested format and the additional teaching material available on the accompanying website.


Process Mining

Process Mining

Author: Wil M. P. van der Aalst

Publisher: Springer

Published: 2016-04-15

Total Pages: 477

ISBN-13: 3662498510

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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.


Workflow Modeling

Workflow Modeling

Author: Alec Sharp

Publisher: Artech House

Published: 2009

Total Pages: 473

ISBN-13: 1596931930

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At last - here's the long-awaited, extensively revised and expanded edition of the acclaimed and bestselling book, Workflow Modeling. This thoroughly updated resource provides you with clear, current, and concise guidance on creating highly effective workflow systems for your organization. The new edition offers you an even clearer methodology, refined techniques, more integrated examples, and up-to-the-minute coverage of recent developments and today's hottest topics. Providing proven techniques for identifying, modeling, and redesigning business processes, and explaining how to implement workflow improvement, this book helps you define requirements for systems development or systems acquisition. By showing you how to build visual models for illustrating workflow, the authors help you to assess your current business processes and see where process improvement and systems development can take place.


BPMN 2.0 Handbook Second Edition

BPMN 2.0 Handbook Second Edition

Author: Stephen A. White

Publisher: Future Strategies Inc.

Published: 2011-12-01

Total Pages: 290

ISBN-13: 098497640X

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Examines what's new and updated in BPMN 2.0 and look at interchange, best practice, analytics, conformance, optimization, choreography from a technical perspective. Also addresses the business imperative for widespred adoption of the standard by examining best practice guidelines, BPMN busines strategy and the human interface including real-life case studies. Other chapters tackle the practical aspects of making BPMN model executable and the basic time-line analysis of a BPMN model.


Data Mining

Data Mining

Author: Richard J. Roiger

Publisher: CRC Press

Published: 2017-01-06

Total Pages: 530

ISBN-13: 1498763987

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Provides in-depth coverage of basic and advanced topics in data mining and knowledge discovery Presents the most popular data mining algorithms in an easy to follow format Includes instructional tutorials on applying the various data mining algorithms Provides several interesting datasets ready to be mined Offers in-depth coverage of RapidMiner Studio and Weka’s Explorer interface Teaches the reader (student,) hands-on, about data mining using RapidMiner Studio and Weka Gives instructors a wealth of helpful resources, including all RapidMiner processes used for the tutorials and for solving the end of chapter exercises. Instructors will be able to get off the starting block with minimal effort Extra resources include screenshot sequences for all RapidMiner and Weka tutorials and demonstrations, available for students and instructors alike The latest version of all freely available materials can also be downloaded at: http://krypton.mnsu.edu/~sa7379bt/


Dynamic Business Process Management in the Knowledge Economy

Dynamic Business Process Management in the Knowledge Economy

Author: Marek Szelągowski

Publisher: Springer

Published: 2019-06-21

Total Pages: 239

ISBN-13: 3030171418

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This book describes modern dynamic business process management (dynamic BPM), which is considerably different from traditional BPM from 20, 10, or even 5 years ago. It demonstrates why traditional BPM is not sufficient in the knowledge economy (KE), while also highlighting the opportunities provided by dynamic BPM – the form of management that practitioners and academics deal with on a daily basis. This involves mastering and implementing e.g. case management, process mining, and RPA, and integrating them with knowledge management. But more importantly, dynamic BPM makes full use of the dynamism of knowledge workers: the people who actually create innovative products and services tailored to the specific needs of clients. The book was primarily written for those managers who see advantageous opportunities amidst the ongoing changes. Accordingly, it focuses more on innovations emerging from practice than on theoretical, academic reflection. In addition to helping organizations operating in the KE to prepare for and implement process management, the book is intended as a source of inspiration for process management researchers and iBPMS system vendors.


Business Process Management

Business Process Management

Author: Mathias Weske

Publisher: Springer Nature

Published: 2024

Total Pages: 464

ISBN-13: 3662695189

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In this book, Mathias Weske details the complete business process lifecycle from process modeling to process enactment and process evaluation. After starting with the general foundations and abstractions in business process management, he introduces process modeling languages and process choreographies, as well as formal properties of processes and data. Eventually, he presents both traditional and advanced business process management architectures, covering, for example, workflow management systems, service-oriented architectures, and data-driven approaches. The 4th edition of his book contains significant updates, including a new section on directly follows graphs that play a crucial role in process mining. In addition, the core of declarative process modeling is introduced. The increasingly important role of data in business processes is addressed by a new section on data objects and data models in the data and decision chapter. To cover a recent trend in process automation, the enterprise systems architecture chapter now includes a section on robotic process automation. Mathias Weske argues that all communities involved need to have a common understanding of the different aspects of business process management. Hence his textbook is ideally suited for classes on business process management, information systems architecture, and workflow management alike. The accompanying website www.bpm-book.com contains further information and additional teaching material.