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

Sander J. J. Leemans

ISBN 10: 3030966542 / ISBN 13: 9783030966546

Verlag: Springer International Publishing, Springer International Publishing, 2022

Beschreibung

Druck auf Anfrage Neuware - Printed after ordering - 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.

Bestandsnummer des Verkäufers 9783030966546

Bibliografische Details

• Titel: Robust Process Mining with Guarantees : Process Discovery, Conformance Checking and Enhancement
• Verlag: Springer International Publishing, Springer International Publishing
• Erscheinungsjahr: 2022
• Sprache: Englisch
• ISBN-10: 3030966542
• ISBN-13: 9783030966546
• Einband: Taschenbuch
• Zustand: Neu
• Abmessungen: 235B x 155 H x 27 T Millimeter Breite: 235 mm, Höhe: 155 mm, Tiefe: 27 mm
• Gewicht: 733 Gramm

Über diesen Titel

Inhaltsangabe

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.

Über die Autorin bzw. den Autor

Charlotte y Peter Fiell son dos autoridades en historia, teoría y crítica del diseño y han escrito más de sesenta libros sobre la materia, muchos de los cuales se han convertido en éxitos de ventas. También han impartido conferencias y cursos como profesores invitados, han comisariado exposiciones y asesorado a fabricantes, museos, salas de subastas y grandes coleccionistas privados de todo el mundo. Los Fiell han escrito numerosos libros para TASCHEN, entre los que se incluyen 1000 Chairs, Diseño del siglo XX, El diseño industrial de la A a la Z, Scandinavian Design y Diseño del siglo XXI.