Produktbild: Robust Process Mining with Guarantees

Robust Process Mining with Guarantees

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Process Discovery, Conformance Checking and Enhancement, Lecture Notes in Business Information Processing 440

ISBN: 3030966542
ISBN 13: 9783030966546
Autor: Leemans, Sander J J
Verlag: Springer Verlag GmbH
Umfang: xix, 467 S., 101 s/w Illustr., 100 farbige Illustr., 467 p. 201 illus., 100 illus. in color.
Erscheinungsdatum: 29.03.2022
Auflage: 1/2022
Produktform: Kartoniert
Einband: Kartoniert

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.

Artikelnummer: 4983395 Kategorie:

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E-Mail: juergen.hartmann@springer.com

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