Robust Process Mining with Guarantees Process Discovery, Conformance Checking and Enhancement /
Leemans, Sander J. J.
Robust Process Mining with Guarantees Process Discovery, Conformance Checking and Enhancement / [electronic resource] : by Sander J. J. Leemans. - 1st ed. 2022. - XIX, 467 p. 201 illus., 100 illus. in color. online resource. - Lecture Notes in Business Information Processing, 440 1865-1356 ; . - Lecture Notes in Business Information Processing, 440 .
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.
9783030966553
10.1007/978-3-030-96655-3 doi
Information technology--Management.
Business Process Management.
Computer Application in Administrative Data Processing.
HD30.2
658.4038
Robust Process Mining with Guarantees Process Discovery, Conformance Checking and Enhancement / [electronic resource] : by Sander J. J. Leemans. - 1st ed. 2022. - XIX, 467 p. 201 illus., 100 illus. in color. online resource. - Lecture Notes in Business Information Processing, 440 1865-1356 ; . - Lecture Notes in Business Information Processing, 440 .
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.
9783030966553
10.1007/978-3-030-96655-3 doi
Information technology--Management.
Business Process Management.
Computer Application in Administrative Data Processing.
HD30.2
658.4038