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Robust Process Mining with Guarantees : Process Discovery, Conformance Checking and Enhancement / by Sander J. J. Leemans

By: Leemans, Sander J. J., autor
Material type: materialTypeLabelE-bookSeries: (Lecture Notes in Business Information Processing, 1865-1356; 440).Publisher: Cham : Springer International Publising, 2022Edition: First edition 2022.Description: 1 recurso en línea (XIX, 467 páginas) : 201 ilustraciones, 100 ilustraciones a color.ISBN: 9783030966553.Subject: Data mining | Autómatas matemáticos | Algoritmos computacionalesOnline resources: Acceso a este recurso digital (usuarios Universidad Europea de Madrid)Digital Resources
Contents:
Introduction -- Preliminaries -- Process Mining -- Recursive Process Discovery -- Abstractions -- Discovery Algorithms -- Conformance Checking -- Evaluation -- Enhancement and inductive visual miner -- Conclusion -- index.
Summary: 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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Item type Current library Collection Call number Status Date due Barcode Item holds
LIBRO-E NO PRÉSTAMO LIBRO-E NO PRÉSTAMO Madrid Digital Acceso Electrónico (UEM) Ciencias e Ingeniería HD30.2 (Browse shelf(Opens below)) Acceso electrónico eBook.22092247
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Introduction -- Preliminaries -- Process Mining -- Recursive Process Discovery -- Abstractions -- Discovery Algorithms -- Conformance Checking -- Evaluation -- Enhancement and inductive visual miner -- Conclusion -- index.

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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