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Dirk Fahland
Приєднався 26 вер 2022
Object-Centric Processes - From Cases to Relations and Objects ... and Beyond
multiprocessmining.org/2023/09/22/object-centric-processes-from-cases-to-objects-and-relations-and-beyond/
This is tutorial-style presentation introduces to the concept of object-centric processes. We highlight the core thinking and concepts that underly object-centric processes and explain what makes them effective in analyzing complex real-world processes.
The first part of the talk looks back at key ideas from academic research that led to object-centric process mining.
The second part first explains the basic ideas and techniques of object-centric process mining and the new kinds of process analysis that are enabled by it. We then take a look under the hood of object-centric process mining and look at the key data structures and operations that make it work.
In the third part, we show how these key ideas work for use cases that go far beyond object-centric process mining.
The talk points to ready-to-use Python libraries and public datasets and tutorials so that you can directly start doing research, development, and analysis in an object-centric approach.
This is tutorial-style presentation introduces to the concept of object-centric processes. We highlight the core thinking and concepts that underly object-centric processes and explain what makes them effective in analyzing complex real-world processes.
The first part of the talk looks back at key ideas from academic research that led to object-centric process mining.
The second part first explains the basic ideas and techniques of object-centric process mining and the new kinds of process analysis that are enabled by it. We then take a look under the hood of object-centric process mining and look at the key data structures and operations that make it work.
In the third part, we show how these key ideas work for use cases that go far beyond object-centric process mining.
The talk points to ready-to-use Python libraries and public datasets and tutorials so that you can directly start doing research, development, and analysis in an object-centric approach.
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Відео
Multi Dimensional Process Analysis - 5 - Event Knowledge Graphs - Basics
Переглядів 4212 роки тому
This 12-part online course introduces you to a new way of understanding and thinking about processes. It shows you how to analyze processes from completely different angles with ready-to-use tools and real-life datasets. multiprocessmining.org/learning/course-multi-dimensional-process-analysis/ Part 5 introduces a graph-based data structure to naturally model behavior over multiple data objects...
Multi Dimensional Process Analysis - 4 - Convergence and Divergence in Event Log Extraction
Переглядів 2382 роки тому
This 12-part online course introduces you to a new way of understanding and thinking about processes. It shows you how to analyze processes from completely different angles with ready-to-use tools and real-life datasets. multiprocessmining.org/learning/course-multi-dimensional-process-analysis/ Part 4 turns to event data over multiple objects - or Object-Centric Process Mining. Most processes o...
Multi Dimensional Process Analysis - 3 - Detecting Emergent Dynamics
Переглядів 1352 роки тому
This 12-part online course introduces you to a new way of understanding and thinking about processes. It shows you how to analyze processes from completely different angles with ready-to-use tools and real-life datasets. multiprocessmining.org/learning/course-multi-dimensional-process-analysis/ Part 3 describes how to detect patterns in the data describing how multiple cases together are synchr...
Multi Dimensional Process Analysis - 2 - the Performance Spectrum
Переглядів 2912 роки тому
This 12-part online course introduces you to a new way of understanding and thinking about processes. It shows you how to analyze processes from completely different angles with ready-to-use tools and real-life datasets. multiprocessmining.org/learning/course-multi-dimensional-process-analysis/ Part 2 introduces the "Performance Spectrum", which is a way to map all traces in a classical event l...
Multi Dimensional Process Analysis - 1 - Intro
Переглядів 3472 роки тому
This 12-part online course introduces you to a new way of understanding and thinking about processes. It shows you how to analyze processes from completely different angles with ready-to-use tools and real-life datasets. multiprocessmining.org/learning/course-multi-dimensional-process-analysis/ Part 1 covers "What are processes and what are we missing with current process analysis techniques?" ...
Multi Dimensional Process Analysis (Tutorial at BPM 2022)
Переглядів 1,2 тис.2 роки тому
The tutorial introduces you to a new way of understanding and thinking about processes. It shows how to analyze processes from completely different angles with ready-to-use tools and real-life datasets. It covers 00:00:00 Processes and Objective of Tutorial - What are processes and what are we missing with current process analysis techniques? 00:09:48 Performance Spectrum - How to visualize eve...
Excellent presentation!
Hallo Dirk, vielen Dank für den Upload dieses spannenden Videos! Das ist wirklich ein exzellenter Talk, der den Zuhörer nicht nur langsam in die Materie zu OCPM einführt, sondern ihm auch den wissenschaftlichen Hintergrund darbietet. Vor allem die Rückblende: "Wie sind wir hier eigentlich hingekommen?" finde ich als außenstehende und nicht-akademische Person äußerst spannend und gut von dir dargestellt. Ich bin gespannt, inwieweit OCPM in der heutigen Welt Anwendung finden wird und tatsächlich der "Standard" für PM-Applikationen wird. Bis dahin ist glaube ich noch ein wenig Arbeit nötig. LG!