课程信息
4.7
440 个评分
111 个审阅
100% 在线

100% 在线

立即开始,按照自己的计划学习。
可灵活调整截止日期

可灵活调整截止日期

根据您的日程表重置截止日期。
中级

中级

完成时间(小时)

完成时间大约为29 小时

建议:6 weeks of study, 3 to 5 hours/week of material + self study...
可选语言

英语(English)

字幕:英语(English)

您将获得的技能

Petri NetProcess ModelingProcess MiningData Mining
100% 在线

100% 在线

立即开始,按照自己的计划学习。
可灵活调整截止日期

可灵活调整截止日期

根据您的日程表重置截止日期。
中级

中级

完成时间(小时)

完成时间大约为29 小时

建议:6 weeks of study, 3 to 5 hours/week of material + self study...
可选语言

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1
完成时间(小时)
完成时间为 6 小时

Introduction and Data Mining

This first module contains general course information (syllabus, grading information) as well as the first lectures introducing data mining and process mining....
Reading
18 个视频 (总计 228 分钟), 7 个阅读材料, 2 个测验
Video18 个视频
1.1: Data Science and Big Data16分钟
1.2: Different Types of Process Mining21分钟
1.3: How Process Mining Relates to Data Mining20分钟
1.4: Learning Decision Trees26分钟
1.5: Applying Decision Trees20分钟
1.6: Association Rule Learning18分钟
1.7: Cluster Analysis13分钟
1.8: Evaluating Mining Results14分钟
Introducing Fluxicon & Disco10分钟
Real Life Session 01: The Demo Scenario (7 min.)7分钟
Real Life Session 02: Process Discovery and Simplification (11 min.)10分钟
Real Life Session 03: Statistics, Cases and Variants (8 min.)7分钟
Real Life Session 04: Bottleneck Analysis (7 min.)7分钟
Real Life Session 05: Compliance Analysis (6 min.)5分钟
Real Life Session 06: Tip 1 - Keep Copies of your Analyses (4 min.)4分钟
Real Life Session 07: Tip 2 - Take Different Views on your Process (7 min.)7分钟
Real Life Session 08: Tip 3 - Exporting Results (4 min.)4分钟
Reading7 个阅读材料
Welcome to Process Mining: Data Science in Action10分钟
The Forum is your (Extended) Classroom10分钟
Process Mining: Data Science in Action Getting Started!10分钟
[Extra] The data used in the lectures10分钟
How is Process Mining Different from Data Mining?10分钟
Quick Note Regarding Quizzes in this Course10分钟
Real-life Process Mining Session10分钟
Quiz2 个练习
Quiz 120分钟
Real-life Process Mining Session Quiz (Not for points)12分钟
2
完成时间(小时)
完成时间为 4 小时

Process Models and Process Discovery

In this module we introduce process models and the key feature of process mining: discovering process models from event data....
Reading
8 个视频 (总计 159 分钟), 1 个阅读材料, 2 个测验
Video8 个视频
2.2: Petri Nets (1/2)16分钟
2.3: Petri Nets (2/2)17分钟
2.4: Transition Systems and Petri Net Properties20分钟
2.5: Workflow Nets and Soundness16分钟
2.6: Alpha Algorithm: A Process Discovery Algorithm25分钟
2.7: Alpha Algorithm: Limitations23分钟
2.8: Introducing ProM and Disco25分钟
Reading1 个阅读材料
Using Event Data to Tear Down the Towers of Babel in Process Management10分钟
Quiz2 个练习
Quiz 220分钟
Tool Quiz40分钟
3
完成时间(小时)
完成时间为 3 小时

Different Types of Process Models

Now that you know the basics of process mining, it is time to dive a little bit deeper and show you other ways of discovering a process model from event data....
Reading
8 个视频 (总计 145 分钟), 1 个阅读材料, 1 个测验
Video8 个视频
3.2: On The Representational Bias of Process Mining16分钟
3.3: Business Process Model and Notation (BPMN)15分钟
3.4: Dependency Graphs and Causal Nets21分钟
3.5: Learning Dependency Graphs21分钟
3.6: Learning Causal nets and Annotating Them18分钟
3.7: Learning Transition Systems14分钟
3.8: Using Regions to Discover Concurrency18分钟
Reading1 个阅读材料
Process Mining in the Large: Smart Data Scientists Are More Important Than Big Computers!!10分钟
Quiz1 个练习
Quiz 320分钟
4
完成时间(小时)
完成时间为 5 小时

Process Discovery Techniques and Conformance Checking

In this module we conclude process discovery by discussing alternative approaches. We also introduce how to check the conformance of the event data and the process model....
Reading
8 个视频 (总计 129 分钟), 1 个阅读材料, 2 个测验
Video8 个视频
4.2: Alternative Process Discovery Techniques22分钟
4.3: Introduction to Conformance Checking11分钟
4.4: Conformance Checking Using Causal Footprints10分钟
4.5: Conformance Checking Using Token-Based Replay14分钟
4.6: Token Based Replay: Some Examples15分钟
4.7: Aligning Observed and Modeled Behavior18分钟
4.8: Exploring Event Data20分钟
Reading1 个阅读材料
Conformance Checking: Positive and Negative Deviants10分钟
Quiz1 个练习
Quiz 420分钟
4.7
111 个审阅Chevron Right
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创建者 ATMay 13th 2018

Very interesting course, explained in a understandable way and rich of high level topics. Essential for anyone who likes statistics and process analysis. Many congratulations for it!

创建者 ECJul 31st 2017

Great course. Professor Wil van der Aalst delivers great lectures, very clear and deep in general with good examples. I really enjoyed the course from the beginning to the end.

讲师

Avatar

Wil van der Aalst

Professor dr.ir.
Department of Mathematics & Computer Science

关于 Eindhoven University of Technology

Eindhoven University of Technology (TU/e) is a research-driven, design-oriented university of technology with a strong international focus. The university was founded in 1956, and has around 8,500 students and 3,000 staff. TU/e has defined strategic areas focusing on the societal challenges in Energy, Health and Smart Mobility. The Brainport Eindhoven region is one of world’s smartest; it won the title Intelligent Community of the Year 2011....

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