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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.
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.
Presents techniques for process discovery, conformance checking and process enhancement
Explores the boundaries of what any process discovery technique could do
Based on the author's PhD thesis, which won the "Best Process Mining Dissertation Award" in 2018
| Erscheinungsjahr: | 2022 |
|---|---|
| Fachbereich: | Anwendungs-Software |
| Genre: | Informatik, Mathematik, Medizin, Naturwissenschaften, Technik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| Inhalt: |
xix
467 S. 101 s/w Illustr. 100 farbige Illustr. 467 p. 201 illus. 100 illus. in color. |
| ISBN-13: | 9783030966546 |
| ISBN-10: | 3030966542 |
| Sprache: | Englisch |
| Einband: | Kartoniert / Broschiert |
| Autor: | Leemans, Sander J. J. |
| Auflage: | 1st edition 2022 |
| Hersteller: | Springer International Publishing |
| Verantwortliche Person für die EU: | Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com |
| Maße: | 235 x 155 x 27 mm |
| Von/Mit: | Sander J. J. Leemans |
| Erscheinungsdatum: | 29.03.2022 |
| Gewicht: | 0,733 kg |
Presents techniques for process discovery, conformance checking and process enhancement
Explores the boundaries of what any process discovery technique could do
Based on the author's PhD thesis, which won the "Best Process Mining Dissertation Award" in 2018
| Erscheinungsjahr: | 2022 |
|---|---|
| Fachbereich: | Anwendungs-Software |
| Genre: | Informatik, Mathematik, Medizin, Naturwissenschaften, Technik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| Inhalt: |
xix
467 S. 101 s/w Illustr. 100 farbige Illustr. 467 p. 201 illus. 100 illus. in color. |
| ISBN-13: | 9783030966546 |
| ISBN-10: | 3030966542 |
| Sprache: | Englisch |
| Einband: | Kartoniert / Broschiert |
| Autor: | Leemans, Sander J. J. |
| Auflage: | 1st edition 2022 |
| Hersteller: | Springer International Publishing |
| Verantwortliche Person für die EU: | Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com |
| Maße: | 235 x 155 x 27 mm |
| Von/Mit: | Sander J. J. Leemans |
| Erscheinungsdatum: | 29.03.2022 |
| Gewicht: | 0,733 kg |
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