概貌 | A Step-by-Step Introduction to Process Mining

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Organization

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

Welcome

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Organization of the Course

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Pre-Course Survey

调查

Post-Course Survey

调查

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

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1.0 - Welcome to Week 1

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1.1 - Introduction to Business Processes

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1.1 Introduction to Business Processes

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1.2 - Overview

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1.2 Process Mining Overview

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1.3 - Data in Business Process Executions

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1.3 Data in Business Process Executions

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1.4 - From Data to Events

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1.4 From Data to Events

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1.5 - Event Logs and Instance Correlation

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1.5 Event Logs and Instance Correlation

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1.6 - Traces and Trace Variants

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1.6 - Traces and Trace Variants (last slide)

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1.6 Traces and Trace Variants

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1.7 - Process Discovery

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1.7 Process Discovery

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1.8 - Process Enhancement

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1.8 Process Enhancement

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1.9 - Practical Aspects: Simulating Event Logs

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1.9 Practical Aspects: Simulating Event Logs

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1.10 - Practical Aspects: Process Discovery and Enhancement

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1.10 Practical Aspects: Process Discovery and Enhancement

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1.11 - Summary Week 1

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Course material

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Homework Week 1

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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

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2.0 - Welcome to Week 2

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2.1 - Quality Dimensions in Process Mining

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2.1 Quality Dimensions in Process Mining

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2.2 - Application of Quality Dimensions

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2.2 Application of Quality Dimensions

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2.3 - Conformance Checking: Objective

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2.3 Conformance Checking Objective

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2.4 - Conformance Checking: Basic Principle

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2.4 Conformance Checking Basic Principle

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2.5 - Conformance Checking: Insights

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2.5 Conformance Checking Insights

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2.6 - Decision Mining

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2.6 Decision Mining

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2.7 - Time Prediction

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2.7 Time Prediction

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2.8 - Practical Aspects: Manual Conformance Checking

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2.8 Practical Aspects of Manual Conformance Checking

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2.9 - Practical Aspects: Automated Conformance Checking

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2.9 Practical Aspects of Automated Conformance Checking

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2.10 - Summary Week 2

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Course material

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Homework Week 2

分级测试