A Primer On Process Mining

Author : Diogo R. Ferreira
Publisher : Springer Nature
ISBN 13 : 3030418197
Total Pages : 96 pages
Book Rating : 4.99/5 ( download)

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Download or read book A Primer on Process Mining written by Diogo R. Ferreira and published by Springer Nature. This book was released on 2020-02-27 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. In this second edition the code snippets have been updated to Python 3, and some smaller errors have been corrected. 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.

Author : Lars Reinkemeyer
Publisher : Springer Nature
ISBN 13 : 3030401723
Total Pages : 207 pages
Book Rating : 4.26/5 ( download)

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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.

Author : Richard J. Roiger
Publisher : CRC Press
ISBN 13 : 1498763987
Total Pages : 530 pages
Book Rating : 4.81/5 ( download)

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Download or read book Data Mining written by Richard J. Roiger and published by CRC Press. This book was released on 2017-01-06 with total page 530 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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/

Author : Wil M. P. van der Aalst
Publisher : Springer
ISBN 13 : 3662498510
Total Pages : 477 pages
Book Rating : 4.14/5 ( download)

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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.

Author : Wil M. P. van der Aalst
Publisher : Springer Nature
ISBN 13 : 3031088484
Total Pages : 503 pages
Book Rating : 4.83/5 ( download)

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Download or read book Process Mining Handbook written by Wil M. P. van der Aalst and published by Springer Nature. This book was released on 2022-06-27 with total page 503 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is an open access book. This book comprises all the single courses given as part of the First Summer School on Process Mining, PMSS 2022, which was held in Aachen, Germany, during July 4-8, 2022. This volume contains 17 chapters organized into the following topical sections: Introduction; process discovery; conformance checking; data preprocessing; process enhancement and monitoring; assorted process mining topics; industrial perspective and applications; and closing.

Author : Jeff Deal
Publisher :
ISBN 13 : 9780996712101
Total Pages : pages
Book Rating : 4.00/5 ( download)

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Download or read book Mining Your Own Business written by Jeff Deal and published by . This book was released on 2016-09-19 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Practical guide for organization leaders, top-level executives. Industry experts explain in clear, understandable English. What data mining and predictive analytics are

Author : August-Wilhelm Scheer
Publisher : Springer Nature
ISBN 13 : 3658430893
Total Pages : 243 pages
Book Rating : 4.94/5 ( download)

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Download or read book The Composable Enterprise: Agile, Flexible, Innovative written by August-Wilhelm Scheer and published by Springer Nature. This book was released on 2023-12-11 with total page 243 pages. Available in PDF, EPUB and Kindle. Book excerpt: The benefits of digitalisation do not lie in the use of new technologies for existing processes, but in organisational changes and new business models. The book highlights the composable enterprise as the guiding principle for successful digital transformation and associated cost reductions and revenue increases. What does it mean? A composable enterprise is organised in a decentralised process-oriented way. This allows the enterprise to react quickly to new situations, develop or change processes and business models. The information systems are based on platform architectures. A paradigm shift to monolithic applications. Sector concepts for industry, consulting and universities show how organisation and application architectures interlock in the composable enterprise. The reader receives inspiration, a foundation and a compass for the digital transformation of a company to the composable enterprise.

Author : Marlon Dumas
Publisher : Springer
ISBN 13 : 3662565099
Total Pages : 527 pages
Book Rating : 4.94/5 ( download)

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Download or read book Fundamentals of Business Process Management written by Marlon Dumas and published by Springer. This book was released on 2018-03-23 with total page 527 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Author : Mohammed Saqr
Publisher : Springer Nature
ISBN 13 : 3031544641
Total Pages : 748 pages
Book Rating : 4.44/5 ( download)

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Download or read book Learning Analytics Methods and Tutorials written by Mohammed Saqr and published by Springer Nature. This book was released on with total page 748 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Author : John F. Rauthmann
Publisher : Academic Press
ISBN 13 : 012813996X
Total Pages : 1406 pages
Book Rating : 4.67/5 ( download)

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Download or read book The Handbook of Personality Dynamics and Processes written by John F. Rauthmann and published by Academic Press. This book was released on 2021-01-20 with total page 1406 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Handbook of Personality Dynamics and Processes is a primer to the basic and most important concepts, theories, methods, empirical findings, and applications of personality dynamics and processes. This book details how personality psychology has evolved from descriptive research to a more explanatory and dynamic science of personality, thus bridging structure- and process-based approaches, and it also reflects personality psychology’s interest in the dynamic organization and interplay of thoughts, feelings, desires, and actions within persons who are always embedded into social, cultural and historic contexts. The Handbook of Personality Dynamics and Processes tackles each topic with a range of methods geared towards assessing and analyzing their dynamic nature, such as ecological momentary sampling of personality manifestations in real-life; dynamic modeling of time-series or longitudinal personality data; network modeling and simulation; and systems-theoretical models of dynamic processes. Ties topics and methods together for a more dynamic understanding of personality Summarizes existing knowledge and insights of personality dynamics and processes Covers a broad compilation of cutting-edge insights Addresses the biophysiological and social mechanisms underlying the expression and effects of personality Examines within-person consistency and variability