Tuesday, January 20, 2015

Process Mining: Data Science in Action by Coursera

This is  my short feedback for Coursera Process Mining course (by Wil van der Aalst from Eindhoven University of Technology)
Name of the course sounds very interesting, but the main task is quite simple.
It's about building behaviour model based on events log(you need to consider overfitting and underfitting). That's mean: your model should explain majority of cases and be general enough for explaining new cases.
Main tools, recommended in the course, are Disco and ProM. They allow building models according to different notations(e.g. BPMN) and making visualisations.
Two main aspects of process mining are organisational and social aspects:
Organisational aspects tasks:
  • discover typical workflow actions(for customers, employees, etc)
  • analyse of time spent for every tasks
  • "bottlenecks" mining
Social aspects tasks:
  • discover users groups and users relations within process
  • analysis of time spending for every worker, customer, etc
In addition, in both aspects you can recommend next steps or forecast time of completion future tasks.

Lectors slideshare: http://www.slideshare.net/wvdaalst
Next session: April-May 2015

Results examples,  Disco:

 Results examples, ProM:

Disadvantages(from my point of view):
  • course is too academic;
  • to much time involved for building process in various notations;
  • it is not too difficult build this algorithms in your own;
  • you can't analysis big logs (all data should fit into memory).


  1. It was so good to read and useful to improve my knowledge as updated one.Thanks to Sharing.
    Informatica Training In Chennai | Hadoop Training In Chennai | Sap MM Training In Chennai

  2. I wish to show thanks to you just for bailing me out of this particular trouble.As a result of checking through the net and meeting techniques that were not productive, I thought my life was done.

    Data Science Training in Chennai

    Data Science Training in Jayanagar

    Data Science Training in Marathahalli

    Data Science Training in Porur

    Data Science Training in Rajajinagar

  3. Your good knowledge and kindness in playing with all the pieces were very useful. I don’t know what I would have done if I had not encountered such a step like this.
    Data Science Training in Bangalore