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Robust Process Mining With Guarantees

Robust Process Mining With Guarantees Process Discovery, Conformance Checking and Enhancement - Lecture Notes in Business Information Processing

Paperback (29 Mar 2022)

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Publisher's Synopsis

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.


Book information

ISBN: 9783030966546
Publisher: Springer International Publishing
Imprint: Springer
Pub date:
DEWEY: 622.02856332
DEWEY edition: 23
Language: English
Number of pages: 467
Weight: 676g
Height: 235mm
Width: 155mm
Spine width: 25mm