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

This book presents techniques for process discovery,conformance checking, and enhancement, including the Inductive Miner framework for discovery, the Projected Conformance Checking framework for checking, and the Inductive visual Miner for enhancement.

Format: Paperback / softback
Length: 467 pages
Publication date: 29 March 2022
Publisher: Springer Nature Switzerland AG

This comprehensive book delves into advanced techniques for process discovery, conformance checking, and enhancement. It offers a robust framework for process discovery called the Inductive Miner, which serves as a recursive skeleton for various discovery techniques. This framework, in itself, provides several guarantees, making it an invaluable tool in this domain.

The book further introduces the Projected Conformance Checking framework, which prioritizes speed while delivering guarantees such as language equivalence for certain classes of models. Additionally, it presents the Inductive visual Miner, a user-friendly tool that encompasses process discovery, conformance checking, and the ability to visualize performance on a discovered model. This tool eliminates the need for manual user input, making it a highly efficient and effective solution for process improvement.

By leveraging these techniques, organizations can enhance their process efficiency, improve decision-making, and gain a deeper understanding of their processes. This book serves as a valuable resource for professionals and researchers seeking to advance their knowledge and expertise in process management and optimization.

Weight: 741g
Dimension: 235 x 155 (mm)
ISBN-13: 9783030966546
Edition number: 1st ed. 2022