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

by Sander J. J. Leemans

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.

Product Details

ISBN-13:	9783030966546
Publisher:	Springer International Publishing
Publication date:	03/26/2022
Series:	Lecture Notes in Business Information Processing , #440
Edition description:	1st ed. 2022
Pages:	467
Product dimensions:	6.10(w) x 9.25(h) x (d)

Table of Contents

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