A Step-by-Step Introduction to Process MiningProf. Dr. Mathias Weske, Prof. Dr. Henrik Leopold

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Organization

This section provides an overview of the organizational aspects of the course.

Welcome

Text

Organization of the Course

Video

Pre-Course Survey

Survey

Post-Course Survey

Survey

Week 1

In the first week, we will cover the fundamentals of process mining in eleven videos. We think it is important to start a course on process mining with the most important input: data.

Welcome to Week 1

Text

1.0 - Welcome to Week 1

Video

1.1 - Introduction to Business Processes

Video

1.1 Introduction to Business Processes

Self-test

1.2 - Overview

Video

1.2 Process Mining Overview

Self-test

1.3 - Data in Business Process Executions

Video

1.3 Data in Business Process Executions

Self-test

1.4 - From Data to Events

Video

1.4 From Data to Events

Self-test

1.5 - Event Logs and Instance Correlation

Video

1.5 Event Logs and Instance Correlation

Self-test

1.6 - Traces and Trace Variants

Video

1.6 - Traces and Trace Variants (last slide)

Video

1.6 Traces and Trace Variants

Self-test

1.7 - Process Discovery

Video

1.7 Process Discovery

Self-test

1.8 - Process Enhancement

Video

1.8 Process Enhancement

Self-test

1.9 - Practical Aspects: Simulating Event Logs

Video

1.9 Practical Aspects: Simulating Event Logs

Self-test

1.10 - Practical Aspects: Process Discovery and Enhancement

Video

1.10 Practical Aspects: Process Discovery and Enhancement

Self-test

1.11 - Summary Week 1

Video

Course material

Text

Homework Week 1

Graded Test

Week 2

In the second week, we will cover advanced concepts of process mining in 10 videos. We will discuss quality metrics for process mining, conformance checking, enhancement techniques, and practical aspects.

Welcome to Week 2

Text

2.0 - Welcome to Week 2

Video

2.1 - Quality Dimensions in Process Mining

Video

2.1 Quality Dimensions in Process Mining

Self-test

2.2 - Application of Quality Dimensions

Video

2.2 Application of Quality Dimensions

Self-test

2.3 - Conformance Checking: Objective

Video

2.3 Conformance Checking Objective

Self-test

2.4 - Conformance Checking: Basic Principle

Video

2.4 Conformance Checking Basic Principle

Self-test

2.5 - Conformance Checking: Insights

Video

2.5 Conformance Checking Insights

Self-test

2.6 - Decision Mining

Video

2.6 Decision Mining

Self-test

2.7 - Time Prediction

Video

2.7 Time Prediction

Self-test

2.8 - Practical Aspects: Manual Conformance Checking

Video

2.8 Practical Aspects of Manual Conformance Checking

Self-test

2.9 - Practical Aspects: Automated Conformance Checking

Video

2.9 Practical Aspects of Automated Conformance Checking

Self-test

2.10 - Summary Week 2

Video

Course material

Text

Homework Week 2

Graded Test