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Leemans

Robust Process Mining with Guarantees

Process Discovery, Conformance Checking and Enhancement

Medium: Buch
ISBN: 978-3-030-96654-6
Verlag: Springer International Publishing
Erscheinungstermin: 29.03.2022
Lieferfrist: bis zu 10 Tage

This book presents techniques for process discovery, conformance checking and enhancement. For process discovery, it introduces the Inductive Miner framework: a recursive skeleton for discovery techniques that in itself provides several guarantees.

The framework is instantiated in several concrete discovery techniques, each of which targets a specific challenge of process discovery, such as incompleteness of information or noisy behavior. For conformance checking, it introduces the Projected Conformance Checking framework, which focuses on speed, but nevertheless provides several guarantees, such as that for certain classes of models, it can decide language equivalence. For enhancement, it introduces the Inductive visual Miner, a well-polished end-user focused tool that includes process discovery, conformance checking and that can visualize performance on a discovered model, all without any user input.



Produkteigenschaften


  • Artikelnummer: 9783030966546
  • Medium: Buch
  • ISBN: 978-3-030-96654-6
  • Verlag: Springer International Publishing
  • Erscheinungstermin: 29.03.2022
  • Sprache(n): Englisch
  • Auflage: 1. Auflage 2022
  • Serie: Lecture Notes in Business Information Processing
  • Produktform: Kartoniert
  • Gewicht: 733 g
  • Seiten: 467
  • Format (B x H x T): 155 x 235 x 27 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

Introduction.- Preliminaries.- Process Mining.- Recursive Process Discovery.- Abstractions.- Discovery Algorithms.- Conformance Checking.- Evaluation.- Enhancement and inductive visual miner.- Conclusion.- index.