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primary topic: A New Trace Clustering Algorithm Based on Context in Process Mining

A New Trace Clustering Algorithm Based on Context in Process Mining
type: BookSection
type: Article
abstract: In process mining, trace clustering is an important technique that at-tracts the attention of researchers to solve the large and complex volume of event logs. Traditional trace clustering often uses available data mining algorithms which do not exploit the characteristic of processes. In this study, we propose a new trace clustering algorithm, especially for the process mining, based on the using trace context. The proposed clustering algorithm can automatic detects the number of clusters, and it does not need a convergence iteration like traditional ones like K-means. The algorithm takes two loops over the input to generate the clusters, thus the complexity is greatly reduced. Experimental results show that our method also has good results when compared to traditional methods.
date: 2018-08
issue: 11103
status: nonPeerReviewed
status: published
author list: authors
editor list: editors
type: EPrint
type: BookSectionEPrint
is part of: repository
has document: A New Trace Clustering Algorithm Based on Context in Process Mining (PDF)
subject: Information Technology (IT)

A New Trace Clustering Algorithm Based on Context in Process Mining (PDF)
type: Document
has file: 18_02__Book_RoughSets.pdf
has part: 18_02__Book_RoughSets.pdf

Springer
type: Organization

Przybyła-Kasperek Małgorzata
type: Person
given name: Przybyła-Kasperek
family name: Małgorzata

Thi Cham Nguyen
type: Person
given name: Thi Cham
family name: Nguyen

Tianrui li
type: Person
given name: Tianrui
family name: li

Hung Son Nguyen
type: Person
given name: Hung Son
family name: Nguyen

Quang Thuy Ha
type: Person
given name: Quang Thuy
family name: Ha

Tri Thanh Nguyen
type: Person
given name: Tri Thanh
family name: Nguyen

Hong Nhung Bui
type: Person
given name: Hong Nhung
family name: Bui

HTML Summary of #3159 A New Trace Clustering Algorithm Based on Context in Process Mining
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primary topic: A New Trace Clustering Algorithm Based on Context in Process Mining

Information Technology (IT)
type: Concept