DPMine graphical language for automation of experiments in process mining

Shershakov, Sergey

doi:10.3103/s014641161607018x

Cited by 5 publications

(6 citation statements)

References 10 publications

(9 reference statements)

Supporting

Mentioning

Contrasting

Unclassified

Order By: Relevance

“…Большинство представленных на диаграмме плагинов имеют зависимость от плагина DPMine Base Plugin. Он реализует подсистему DPMine [12,26] Одним из наиболее важных компонентов ядра VTMine for Visio является менеджер плагинов. Он управляет загрузкой и инициализацией плагинов для приложения VTMine for Visio.…”

Section: разработка архитектуры приложения: задачи и особенностиunclassified

“…Одним из основных расширений приложения VTMine for Visio, реализованных в рамках настоящей работы, является подсистема поддержка моделирования экспериментов Process Mining с помощью графического языка DPMine [12,26]. В настоящем разделе представляются базовые архитектурные подходы, лежащие в основе этого расширения.…”

Section: подсистема моделирования Dpmineunclassified

See 1 more Smart Citation

VTMine for Visio: A Graphical Tool for Modeling in Process Mining

Shershakov

2021

Aut. Control Comp. Sci.

Self Cite

View full text Add to dashboard Cite

Process-Aware Information Systems (PAIS) is a special class of the IS intended for the support the tasks of initialization, end-to-end management and completion of business processes. During the operation such systems accumulate a large number of data that are recorded in the form of the event logs. Event logs are a valuable source of knowledge about the actual behavior of a system. For example, there can be found information about the discrepancy between the real and the prescribed behavior of the system; to identify bo lenecks and performance issues; to detect anti-pa erns of building a business system. ese problems are studied by the discipline called "Process Mining". e practical application of the process mining methods and practices is carried out using the specialized so ware for data analysts. e subject area of the process analysis involves the work of an analyst with a large number of graphical models. Such work will be more e cient with a convenient graphical modeling tool. e paper discusses the principles of building a graphical tool "VTMine for Visio" for the process modeling, based on the widespread application for business intelligence Microso Visio.ere are presented features of the architecture design of the so ware extension for application in the process mining domain and integration with the existing libraries and tools for working with data.e application of the developed tool for solving various types of tasks for modeling and analysis of processes is demonstrated on a set of experimental schemes.

show abstract

Section: разработка архитектуры приложения: задачи и особенностиunclassified

Section: подсистема моделирования Dpmineunclassified

VTMine for Visio: A Graphical Tool for Modeling in Process Mining

Shershakov

2021

Aut. Control Comp. Sci.

Self Cite

View full text Add to dashboard Cite

show abstract

Section: подсистема моделирования Dpmineunclassified

“…На диаграмме представлен только своим основным классом ExecConsolePlugin. • DPModel Library -библиотека компонентов DPModel [28], включающая реализацию языка моделирования DPMine и некоторых базовых блоков [26]. Библиотека написана на языке C# и является независимой от инструмента VTMine for Visio.…”

Section: подсистема моделирования Dpmineunclassified

See 1 more Smart Citation

“VTMine for Visio”: Graphical Tool for Modeling in Process Mining

Андреевич¹

2020

Model. anal. inf. sist.

View full text Add to dashboard Cite

Process-Aware Information Systems (PAIS) is a special class of the IS intended for the support the tasks of initialization, end-to-end management and completion of business processes. During the operation such systems accumulate a large number of data that are recorded in the form of the event logs. Event logs are a valuable source of knowledge about the actual behavior of a system. For example, there can be found information about the discrepancy between the real and the prescribed behavior of the system; to identify bottlenecks and performance issues; to detect anti-patterns of building a business system. These problems are studied by the discipline called “Process Mining”.The practical application of the process mining methods and practices is carried out using the specialized software for data analysts. The subject area of the process analysis involves the work of an analyst with a large number of graphical models. Such work will be more efficient with a convenient graphical modeling tool. The paper discusses the principles of building a graphical tool “VTMine for Visio” for the process modeling, based on the widespread application for business intelligence Microsoft Visio. There are presented features of the architecture design of the software extension for application in the process mining domain and integration with the existing libraries and tools for working with data. The application of the developed tool for solving various types of tasks for modeling and analysis of processes is demonstrated on a set of experimental schemes.

show abstract

Data attribute oriented business process effective infrequency behavior mining method

Fang

Guo

et al. 2022

Concurrency and Computation

View full text Add to dashboard Cite

The current process mining method takes high-frequency behavior as the mainstream behavior, and directly filters out the infrequent logs as noise to obtain a concise business process model. However, effective infrequency behaviors that are important to business processes are often data constrained. From a control flow perspective, it is difficult to accurately capture the effective infrequency behavior. A method for mining effective infrequent behaviors based on data attributes is proposed to solve the above problems. First, the important data attributes of target business processes are obtained by feature combination. Then, attribute assignment rules are set according to the needs of the business process to determine whether it has a beneficial impact on the business process. Lastly, it is suggested that a confidence interval be used instead of the traditional threshold to evaluate and mine effective low-frequency behavior. The experiment results show that compared with other methods, it can significantly improve the fitness of the business process model and can more accurately mine effective infrequency behavior to optimize the business process model.

show abstract

DPMine graphical language for automation of experiments in process mining

Cited by 5 publications

References 10 publications

VTMine for Visio: A Graphical Tool for Modeling in Process Mining

VTMine for Visio: A Graphical Tool for Modeling in Process Mining

“VTMine for Visio”: Graphical Tool for Modeling in Process Mining

Data attribute oriented business process effective infrequency behavior mining method

Contact Info

Product

Resources

About