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Robust Process Mining with Guarantees: Lecture Notes in Business Information Processing, cartea 440

Autor Sander J. J. Leemans
en Limba Engleză Paperback – 29 mar 2022
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.

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Specificații

ISBN-13: 9783030966546
ISBN-10: 3030966542
Pagini: 488
Ilustrații: XIX, 467 p. 201 illus., 100 illus. in color.
Dimensiuni: 155 x 235 x 27 mm
Greutate: 0.73 kg
Ediția:1st edition 2022
Editura: Springer
Colecția Lecture Notes in Business Information Processing
Seria Lecture Notes in Business Information Processing

Locul publicării:Cham, Switzerland

Cuprins

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

Textul de pe ultima copertă

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.


Caracteristici

Presents techniques for process discovery, conformance checking and process enhancement Explores the boundaries of what any process discovery technique could do Based on the author's PhD thesis, which won the "Best Process Mining Dissertation Award" in 2018