A Primer on Process Mining: Practical Skills with Python and Graphviz
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Cham
Springer
2017
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| Schriftenreihe: | SpringerBriefs in Information Systems
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| Schlagworte: | |
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| Beschreibung: | 1 Online-Ressource (VIII, 96 Seiten) 37 Illustrationen, 15 Ilustationen (farbig) |
| ISBN: | 9783319564272 |
| ISSN: | 2192-4929 |
| DOI: | 10.1007/978-3-319-56427-2 |
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Datensatz im Suchindex
| DE-BY-FWS_katkey | 651661 |
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| _version_ | 1806181576483012608 |
| adam_text | Titel: A primer on process mining
Autor: Ferreira, Diogo R
Jahr: 2017
Contents
1 Event Logs 1
1.1 Process Model vs. Process Instances 2
1.2 Task Allocation 3
1.3 Identifying the Process Instances 4
1.4 Recording Events in an Event Log 5
1.5 Event Logs in CSV Format 6
1.6 Reading an Event Log with Python 7
1.7 Sorting an Event Log with Python 9
1.8 Reading the Event Log as a Dictionary 11
1.9 Summary 12
2 Control-Flow Perspective 15
2.1 The Transition Matrix 15
2.2 The Control-Flow Algorithm 16
2.3 Implementation in Python 17
2.4 Introducing Graphviz 18
2.5 Using PyGraphviz 20
2.6 Edge Thickness 21
2.7 Activity Counts 24
2.8 Node Coloring 26
2.9 Summary 28
3 Organizational Perspective 31
3.1 Handover of Work 31
3.2 Implementing Handover of Work 32
3.3 Working Together 34
3.4 Implementing Working Together 35
3.5 Undirected Graphs 37
3.6 Edge Thickness 39
3.7 Users and Activities 40
3.8 Work Distribution 42
3.9 Summary 44
vii
vjjj Contents
4 Performance Perspective 47
4.1 Dates and Times in Python 47
4.2 Parsing the Timestamps 49
4.3 Average Timestamp Difference 50
4.4 Drawing the Graph 52
4.5 Analyzing the Timeline of Events 54
4.6 Plotting the Doited Chart 55
4.7 Using Relative Time 57
4.8 Activity Duration 60
4.9 Summary 63
5 Process Mining in Practice 65
5.1 The BPI Challenge 2012 65
5.2 Understanding the XES Format 68
5.3 Reading XES with Python 70
5.4 Analyzing the Control-Flow Perspective 72
5.5 Analyzing the Organizational Perspective 75
5.6 Analyzing the Performance Perspective 78
5.7 Process Mining with Disco 82
5.8 Process Mining with ProM 86
5.9 Conclusion 93
References 95
|
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| author | Ferreira, Diogo R. |
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| discipline | Informatik Wirtschaftswissenschaften |
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| id | DE-604.BV044397172 |
| illustrated | Not Illustrated |
| indexdate | 2024-08-01T12:43:00Z |
| institution | BVB |
| isbn | 9783319564272 |
| issn | 2192-4929 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-029799306 |
| oclc_num | 1002247476 |
| open_access_boolean | |
| owner | DE-860 DE-91 DE-BY-TUM DE-1046 DE-1043 DE-Aug4 DE-898 DE-BY-UBR DE-861 DE-523 DE-1049 DE-859 DE-473 DE-BY-UBG DE-29 DE-863 DE-BY-FWS DE-20 DE-1051 DE-862 DE-BY-FWS DE-92 DE-355 DE-BY-UBR DE-824 DE-2070s DE-M347 DE-573 DE-703 DE-706 DE-739 DE-634 DE-188 DE-83 |
| owner_facet | DE-860 DE-91 DE-BY-TUM DE-1046 DE-1043 DE-Aug4 DE-898 DE-BY-UBR DE-861 DE-523 DE-1049 DE-859 DE-473 DE-BY-UBG DE-29 DE-863 DE-BY-FWS DE-20 DE-1051 DE-862 DE-BY-FWS DE-92 DE-355 DE-BY-UBR DE-824 DE-2070s DE-M347 DE-573 DE-703 DE-706 DE-739 DE-634 DE-188 DE-83 |
| physical | 1 Online-Ressource (VIII, 96 Seiten) 37 Illustrationen, 15 Ilustationen (farbig) |
| psigel | ZDB-2-BUM ZDB-2-BUM_2017 |
| publishDate | 2017 |
| publishDateSearch | 2017 |
| publishDateSort | 2017 |
| publisher | Springer |
| record_format | marc |
| series2 | SpringerBriefs in Information Systems |
| spellingShingle | Ferreira, Diogo R. A Primer on Process Mining Practical Skills with Python and Graphviz Business Management information systems Industrial management Application software Business and Management Business Process Management Information Systems Applications (incl. Internet) Computer Appl. in Administrative Data Processing Wirtschaft Prozessmodell (DE-588)4237203-3 gnd Python Programmiersprache (DE-588)4434275-5 gnd Betriebliches Informationssystem (DE-588)4069386-7 gnd Data Mining (DE-588)4428654-5 gnd Prozessmanagement (DE-588)4353072-2 gnd |
| subject_GND | (DE-588)4237203-3 (DE-588)4434275-5 (DE-588)4069386-7 (DE-588)4428654-5 (DE-588)4353072-2 |
| title | A Primer on Process Mining Practical Skills with Python and Graphviz |
| title_auth | A Primer on Process Mining Practical Skills with Python and Graphviz |
| title_exact_search | A Primer on Process Mining Practical Skills with Python and Graphviz |
| title_full | A Primer on Process Mining Practical Skills with Python and Graphviz by Diogo R. Ferreira |
| title_fullStr | A Primer on Process Mining Practical Skills with Python and Graphviz by Diogo R. Ferreira |
| title_full_unstemmed | A Primer on Process Mining Practical Skills with Python and Graphviz by Diogo R. Ferreira |
| title_short | A Primer on Process Mining |
| title_sort | a primer on process mining practical skills with python and graphviz |
| title_sub | Practical Skills with Python and Graphviz |
| topic | Business Management information systems Industrial management Application software Business and Management Business Process Management Information Systems Applications (incl. Internet) Computer Appl. in Administrative Data Processing Wirtschaft Prozessmodell (DE-588)4237203-3 gnd Python Programmiersprache (DE-588)4434275-5 gnd Betriebliches Informationssystem (DE-588)4069386-7 gnd Data Mining (DE-588)4428654-5 gnd Prozessmanagement (DE-588)4353072-2 gnd |
| topic_facet | Business Management information systems Industrial management Application software Business and Management Business Process Management Information Systems Applications (incl. Internet) Computer Appl. in Administrative Data Processing Wirtschaft Prozessmodell Python Programmiersprache Betriebliches Informationssystem Data Mining Prozessmanagement |
| url | https://doi.org/10.1007/978-3-319-56427-2 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029799306&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT ferreiradiogor aprimeronprocessminingpracticalskillswithpythonandgraphviz |