Process Mining Techniques In Business Environments

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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.

Process Mining in Healthcare

Author : Ronny S. Mans
Publisher : Springer
ISBN 13 : 3319160710
Total Pages : 99 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 99 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.

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

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.

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.

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.

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.

Business Process Management Workshops

Author : Danilo Ardagna
Publisher : Springer Science & Business Media
ISBN 13 : 3642003281
Total Pages : 725 pages
Book Rating : 4.6/5 (42 download)

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Book Synopsis Business Process Management Workshops by : Danilo Ardagna

Download or read book Business Process Management Workshops written by Danilo Ardagna and published by Springer Science & Business Media. This book was released on 2009-06-07 with total page 725 pages. Available in PDF, EPUB and Kindle. Book excerpt: Constitutes the refereed post-workshop proceedings of 9 international workshops held in Milano, Italy, in conjunction with the 6th International Conference on Business Process Management, BPM 2008, in September 2008.

Data Mining and Learning Analytics

Author : Samira ElAtia
Publisher : John Wiley & Sons
ISBN 13 : 1118998219
Total Pages : 320 pages
Book Rating : 4.1/5 (189 download)

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Book Synopsis Data Mining and Learning Analytics by : Samira ElAtia

Download or read book Data Mining and Learning Analytics written by Samira ElAtia and published by John Wiley & Sons. This book was released on 2016-09-20 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Addresses the impacts of data mining on education and reviews applications in educational research teaching, and learning This book discusses the insights, challenges, issues, expectations, and practical implementation of data mining (DM) within educational mandates. Initial series of chapters offer a general overview of DM, Learning Analytics (LA), and data collection models in the context of educational research, while also defining and discussing data mining’s four guiding principles— prediction, clustering, rule association, and outlier detection. The next series of chapters showcase the pedagogical applications of Educational Data Mining (EDM) and feature case studies drawn from Business, Humanities, Health Sciences, Linguistics, and Physical Sciences education that serve to highlight the successes and some of the limitations of data mining research applications in educational settings. The remaining chapters focus exclusively on EDM’s emerging role in helping to advance educational research—from identifying at-risk students and closing socioeconomic gaps in achievement to aiding in teacher evaluation and facilitating peer conferencing. This book features contributions from international experts in a variety of fields. Includes case studies where data mining techniques have been effectively applied to advance teaching and learning Addresses applications of data mining in educational research, including: social networking and education; policy and legislation in the classroom; and identification of at-risk students Explores Massive Open Online Courses (MOOCs) to study the effectiveness of online networks in promoting learning and understanding the communication patterns among users and students Features supplementary resources including a primer on foundational aspects of educational mining and learning analytics Data Mining and Learning Analytics: Applications in Educational Research is written for both scientists in EDM and educators interested in using and integrating DM and LA to improve education and advance educational research.

Process Mining Techniques for Managing and Improving Healthcare Systems

Author : Maha Zayoud
Publisher : CRC Press
ISBN 13 : 1000898571
Total Pages : 215 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Process Mining Techniques for Managing and Improving Healthcare Systems by : Maha Zayoud

Download or read book Process Mining Techniques for Managing and Improving Healthcare Systems written by Maha Zayoud and published by CRC Press. This book was released on 2023-06-26 with total page 215 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Handbook of Research on Complex Dynamic Process Management: Techniques for Adaptability in Turbulent Environments

Author : Wang, Minhong
Publisher : IGI Global
ISBN 13 : 160566670X
Total Pages : 692 pages
Book Rating : 4.6/5 (56 download)

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Book Synopsis Handbook of Research on Complex Dynamic Process Management: Techniques for Adaptability in Turbulent Environments by : Wang, Minhong

Download or read book Handbook of Research on Complex Dynamic Process Management: Techniques for Adaptability in Turbulent Environments written by Wang, Minhong and published by IGI Global. This book was released on 2009-07-31 with total page 692 pages. Available in PDF, EPUB and Kindle. Book excerpt: Investigates the nature and history of dynamic processes essential to understanding the need for flexibility and adaptability as well as the requirements to improve solutions.

Business Process Management Cases

Author : Jan vom Brocke
Publisher : Springer
ISBN 13 : 3319583077
Total Pages : 610 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Business Process Management Cases by : Jan vom Brocke

Download or read book Business Process Management Cases written by Jan vom Brocke and published by Springer. This book was released on 2017-08-10 with total page 610 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is the first to present a rich selection of over 30 real-world cases of how leading organizations conduct Business Process Management (BPM). The cases stem from a diverse set of industry sectors and countries on different continents, reporting on best practices and lessons learned. The book showcases how BPM can contribute to both exploitation and exploration in a digital world. All cases are presented using a uniform structure in order to provide valuable insights and essential guidance for students and practitioners.

Advanced Information Systems Engineering

Author : Jelena Zdravkovic
Publisher : Springer
ISBN 13 : 9783319190686
Total Pages : 0 pages
Book Rating : 4.1/5 (96 download)

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Book Synopsis Advanced Information Systems Engineering by : Jelena Zdravkovic

Download or read book Advanced Information Systems Engineering written by Jelena Zdravkovic and published by Springer. This book was released on 2015-06-09 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 27th International Conference on Advanced Information Systems Engineering, CAiSE 2015, held in Stockholm, Sweden, in June 2015. The 31 papers presented in this volume were carefully reviewed and selected from 236 submissions. They were organized in topical sections named: social and collaborative computing; business process modeling and languages; high volume and complex information management; requirements elicitation and management; enterprise data management; model conceptualisation and evolution; process mining, monitoring and predicting; intra- and inter-organizational process engineering; process compliance and alignment; enterprise IT integration and management; and service science and computing. The book also contains the abstracts of 3 keynote speeches and 5 tutorials, presented at the conference.

Trends and Advances in Information Systems and Technologies

Author : Álvaro Rocha
Publisher : Springer
ISBN 13 : 3319777033
Total Pages : 1204 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Trends and Advances in Information Systems and Technologies by : Álvaro Rocha

Download or read book Trends and Advances in Information Systems and Technologies written by Álvaro Rocha and published by Springer. This book was released on 2018-03-24 with total page 1204 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes a selection of papers from the 2018 World Conference on Information Systems and Technologies (WorldCIST'18), held in Naples, Italy on March27-29, 2018. WorldCIST is a global forum for researchers and practitioners to present and discuss recent results and innovations, current trends, professional experiences and the challenges of modern information systems and technologies research together with their technological development and applications. The main topics covered are: A) Information and Knowledge Management; B) Organizational Models and Information Systems; C) Software and Systems Modeling; D) Software Systems, Architectures, Applications and Tools; E) Multimedia Systems and Applications; F) Computer Networks, Mobility and Pervasive Systems; G) Intelligent and Decision Support Systems; H) Big Data Analytics and Applications; I) Human–Computer Interaction; J) Ethics, Computers & Security; K) Health Informatics; L) Information Technologies in Education; M) Information Technologies in Radiocommunications; N) Technologies for Biomedical Applications.

Process-Aware Information Systems

Author : Marlon Dumas
Publisher : John Wiley & Sons
ISBN 13 : 0471663069
Total Pages : 437 pages
Book Rating : 4.4/5 (716 download)

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Book Synopsis Process-Aware Information Systems by : Marlon Dumas

Download or read book Process-Aware Information Systems written by Marlon Dumas and published by John Wiley & Sons. This book was released on 2005-09-28 with total page 437 pages. Available in PDF, EPUB and Kindle. Book excerpt: A unifying foundation to design and implement process-aware information systems This publication takes on the formidable task of establishing a unifying foundation and set of common underlying principles to effectively model, design, and implement process-aware information systems. Authored by leading authorities and pioneers in the field, Process-Aware Information Systems helps readers gain a thorough understanding of major concepts, languages, and techniques for building process-aware applications, including: * UML and EPCs: two of the most widely used notations for business process modeling * Concrete techniques for process design and analysis * Process execution standards: WfMC and BPEL * Representative commercial tools: ARIS, TIBCO Staffware, and FLOWer Each chapter begins with a description of the problem domain and then progressively unveils relevant concepts and techniques. Examples and illustrations are used extensively to clarify and simplify complex material. Each chapter ends with a set of exercises, ranging from simple questions to thought-provoking assignments. Sample solutions for many of the exercises are available on the companion Web site. Armed with a new and deeper understanding, readers are better positioned to make their own contributions to the field and evaluate various approaches to a particular task or problem. This publication is recommended as a textbook for graduate and advanced undergraduate students in computer science and information systems, as well as for professionals involved in workflow and business process management, groupware and teamwork, enterprise application integration, and business-to-business integration. A Solution's Manual is available online. An Instructor Support FTP site is also available.

Data Mining and Business Intelligence

Author : Stephan Kudyba
Publisher : IGI Global
ISBN 13 : 9781930708037
Total Pages : 184 pages
Book Rating : 4.7/5 (8 download)

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Book Synopsis Data Mining and Business Intelligence by : Stephan Kudyba

Download or read book Data Mining and Business Intelligence written by Stephan Kudyba and published by IGI Global. This book was released on 2001-01-01 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: Annotation Provides an overview of data mining technology and how it is applied in a business environment. Material is not written in a technical style, but rather addresses the applied methodology behind implementing data mining techniques in the corporate environment. Explains how the technology evolved, overviews the methodologies that comprise the data mining spectrum, and looks at everyday business applications for data mining, in areas such as marketing and advertising promotions and pricing policies using econometric-based modeling, and using the Internet to help improve an organization's performance. Kudyba is an economic consultant. Hoptroff is an independent consultant with experience in data mining software. Annotation c. Book News, Inc., Portland, OR (booknews.com).

Process Mining Handbook

Author : Wil M. P. van der Aalst
Publisher : Springer Nature
ISBN 13 : 3031088484
Total Pages : 503 pages
Book Rating : 4.0/5 (31 download)

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

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.