Robust Process Mining with Guarantees: Process Discovery, Conformance Checking and Enhancement

Author:   Sander J. J. Leemans
Publisher:   Springer Nature Switzerland AG
Edition:   1st ed. 2022
Volume:   440
ISBN:  

9783030966546


Pages:   467
Publication Date:   29 March 2022
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Robust Process Mining with Guarantees: Process Discovery, Conformance Checking and Enhancement


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Overview

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.

Full Product Details

Author:   Sander J. J. Leemans
Publisher:   Springer Nature Switzerland AG
Imprint:   Springer Nature Switzerland AG
Edition:   1st ed. 2022
Volume:   440
Weight:   0.741kg
ISBN:  

9783030966546


ISBN 10:   3030966542
Pages:   467
Publication Date:   29 March 2022
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

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