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Robust Process Mining with Guarantees by Sander J. J. Leemans
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Robust Process Mining with Guarantees

Process Discovery, Conformance Checking and Enhancement
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Description

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.
Release date NZ
March 29th, 2022
Audience
  • Professional & Vocational
Edition
1st ed. 2022
Illustrations
100 Illustrations, color; 101 Illustrations, black and white; XIX, 467 p. 201 illus., 100 illus. in color.
Pages
467
ISBN-13
9783030966546
Product ID
35745781

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