Process Mining Techniques in Business Environments: Theoretical Aspects, Algorithms, Techniques and Open Challenges in Process Mining
Gespeichert in:
1. Verfasser: | |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Cham
Springer International Publishing
2015
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Schriftenreihe: | Lecture Notes in Business Information Processing
207 |
Schlagworte: | |
Online-Zugang: | DE-634 DE-Aug4 DE-573 DE-M347 DE-92 DE-859 DE-860 DE-861 DE-473 DE-19 DE-355 DE-703 DE-20 DE-706 DE-29 DE-739 Volltext Abstract Inhaltsverzeichnis |
Beschreibung: | 1 Online-Ressource (XII, 220 p.) Ill. |
ISBN: | 9783319174822 |
ISSN: | 1865-1348 |
DOI: | 10.1007/978-3-319-17482-2 |
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Datensatz im Suchindex
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adam_text |
PROCESS MINING TECHNIQUES IN BUSINESS ENVIRONMENTS
/ BURATTIN, ANDREA
: 2015
ABSTRACT / INHALTSTEXT
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
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
PROCESS MINING TECHNIQUES IN BUSINESS ENVIRONMENTS
/ BURATTIN, ANDREA
: 2015
TABLE OF CONTENTS / INHALTSVERZEICHNIS
1 INTRODUCTION
PART I: STATE OF THE ART: BPM, DATA MINING AND PROCESS MINING
2 INTRODUCTION TO BUSINESS PROCESSES, BPM, AND BPM SYSTEMS
3 DATA GENERATED BY INFORMATION SYSTEMS (AND HOW TO GET IT)
4 DATA MINING FOR INFORMATION SYSTEM DATA
5 PROCESS MINING
6 QUALITY CRITERIA IN PROCESS MINING
7 EVENT STREAMS
PART II: OBSTACLES TO PROCESS MINING IN PRACTICE
8 OBSTACLES TO APPLYING PROCESS MINING IN PRACTICE
9 LONG-TERM VIEW SCENARIO
PART III: PROCESS MINING AS AN EMERGING TECHNOLOGY
10 DATA PREPARATION
11 HEURISTICS MINER FOR TIME INTERVAL
12 AUTOMATIC CONFIGURATION OF MINING ALGORITHM
13 USER-GUIDED DISCOVERY OF PROCESS MODELS
14 EXTENSIONS OF BUSINESS PROCESSES WITH ORGANIZATIONAL ROLES
15 RESULTS INTERPRETATION AND EVALUATION
16 HANDS-ON: OBTAINING TEST DATA
PART IV: A NEW CHALLENGE IN PROCESS MINING
17 PROCESS MINING FOR STREAM DATA SOURCES
PART V: CONCLUSIONS AND FUTURE WORK
18 CONCLUSIONS AND FUTURE WORK
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. |
any_adam_object | 1 |
author | Burattin, Andrea |
author_GND | (DE-588)1072105640 |
author_facet | Burattin, Andrea |
author_role | aut |
author_sort | Burattin, Andrea |
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dewey-ones | 650 - Management and auxiliary services |
dewey-raw | 650 |
dewey-search | 650 |
dewey-sort | 3650 |
dewey-tens | 650 - Management and auxiliary services |
discipline | Informatik Wirtschaftswissenschaften |
doi_str_mv | 10.1007/978-3-319-17482-2 |
format | Electronic eBook |
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physical | 1 Online-Ressource (XII, 220 p.) Ill. |
psigel | ZDB-2-SCS ZDB-2-SCS_2015 |
publishDate | 2015 |
publishDateSearch | 2015 |
publishDateSort | 2015 |
publisher | Springer International Publishing |
record_format | marc |
series | Lecture Notes in Business Information Processing |
series2 | Lecture Notes in Business Information Processing |
spelling | Burattin, Andrea Verfasser (DE-588)1072105640 aut Process Mining Techniques in Business Environments Theoretical Aspects, Algorithms, Techniques and Open Challenges in Process Mining by Andrea Burattin Cham Springer International Publishing 2015 1 Online-Ressource (XII, 220 p.) Ill. txt rdacontent c rdamedia cr rdacarrier Lecture Notes in Business Information Processing 207 1865-1348 Prozessmanagement (DE-588)4353072-2 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Informatik (DE-588)4026894-9 gnd rswk-swf Mustererkennung (DE-588)4040936-3 gnd rswk-swf 1\p (DE-588)4113937-9 Hochschulschrift gnd-content Informatik (DE-588)4026894-9 s Data Mining (DE-588)4428654-5 s Prozessmanagement (DE-588)4353072-2 s Mustererkennung (DE-588)4040936-3 s DE-604 Erscheint auch als Druckausgabe 978-3-319-17481-5 Lecture Notes in Business Information Processing 207 (DE-604)BV041143711 207 https://doi.org/10.1007/978-3-319-17482-2 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028025430&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Abstract Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028025430&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
spellingShingle | Burattin, Andrea Process Mining Techniques in Business Environments Theoretical Aspects, Algorithms, Techniques and Open Challenges in Process Mining Lecture Notes in Business Information Processing Prozessmanagement (DE-588)4353072-2 gnd Data Mining (DE-588)4428654-5 gnd Informatik (DE-588)4026894-9 gnd Mustererkennung (DE-588)4040936-3 gnd |
subject_GND | (DE-588)4353072-2 (DE-588)4428654-5 (DE-588)4026894-9 (DE-588)4040936-3 (DE-588)4113937-9 |
title | Process Mining Techniques in Business Environments Theoretical Aspects, Algorithms, Techniques and Open Challenges in Process Mining |
title_auth | Process Mining Techniques in Business Environments Theoretical Aspects, Algorithms, Techniques and Open Challenges in Process Mining |
title_exact_search | Process Mining Techniques in Business Environments Theoretical Aspects, Algorithms, Techniques and Open Challenges in Process Mining |
title_full | Process Mining Techniques in Business Environments Theoretical Aspects, Algorithms, Techniques and Open Challenges in Process Mining by Andrea Burattin |
title_fullStr | Process Mining Techniques in Business Environments Theoretical Aspects, Algorithms, Techniques and Open Challenges in Process Mining by Andrea Burattin |
title_full_unstemmed | Process Mining Techniques in Business Environments Theoretical Aspects, Algorithms, Techniques and Open Challenges in Process Mining by Andrea Burattin |
title_short | Process Mining Techniques in Business Environments |
title_sort | process mining techniques in business environments theoretical aspects algorithms techniques and open challenges in process mining |
title_sub | Theoretical Aspects, Algorithms, Techniques and Open Challenges in Process Mining |
topic | Prozessmanagement (DE-588)4353072-2 gnd Data Mining (DE-588)4428654-5 gnd Informatik (DE-588)4026894-9 gnd Mustererkennung (DE-588)4040936-3 gnd |
topic_facet | Prozessmanagement Data Mining Informatik Mustererkennung Hochschulschrift |
url | https://doi.org/10.1007/978-3-319-17482-2 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028025430&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028025430&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
volume_link | (DE-604)BV041143711 |
work_keys_str_mv | AT burattinandrea processminingtechniquesinbusinessenvironmentstheoreticalaspectsalgorithmstechniquesandopenchallengesinprocessmining |