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Process Mining
News
- Next Process Mining's Lesson will be on 18° December 2017 from 4 to 6 PM
Next Process Mining's Lesson will be 4° December 2017 from 4 PM to 6 PM- Exam Simulation 18/12/2017 from 16:00 to 18:00 : test your self before the exam!!
“Project Day” 14/12/2017: we will spend the 2 hours talking about your project. You can ask and show your work before the exam!</del> * <del>Next Process Mining's Lesson will be 6° November 2017 from 4 PM to 6 PMNext Process Mining's Lesson will be 9° October 2017 from 4 PM to 6 PMOctober 2rd, 2017: the first Lesson of the course!!
General Info
Teacher:
- Riccardo Cognini
- riccardo.cognini@unicam.it
Lessons Scheduling:
- 42 h - lecture and exercise sessions
- Monday: 16:00 PM – 18:00 PM
- Thursday: 16:00 PM – 18:00 PM
Course Objectives
The course intends to provide a scientific point of view in the topic of Process Mining. A short introduction to Business Process Management and modeing languages are provided in order to understand the how the logs can be mapped into a modeling language. Then, the approaches to mine Business Process from event logs will be studied in deep - from alpha algorthm to complex technique.
Course Contents
Study material
Course Slides
- Lesson 0 - Course Information (lesson_0_-_course_introduction.pdf)
- Lesson 1 - Introduction to Data and Process Mining (lesson_1a_-_data_mining.pdf , lesson_1b_-_data_mining_2.pdf , lesson_1c_-_process_mining_introduction.pdf)
- Lesson 2 - BPM (lesson_2_-_bpm.pdf)
- Lesson 3 - Modeling Languages (lesson_3_-_modeling_languages_1.pdf , lesson_3ex_-_bpmn_modeling.pdf , lesson_3ex_-_logs_to_bpmn.pdf)
- Lesson 4 - Modeling Languages 2 (lesson_4_-_modeling_languages_2.pdf)
- Lesson 5 - From BPMN to Petri-Nets (lesson_5_-_petrinet_to_bpmn.pdf , lesson_5_-_table_rules.pdf)
- Modeling Languages PM Exercises (exercises.zip)
- Lesson 6 - Process Mining and Logs (lesson_6_-_process_mining_and_logs.pdf)
- Play-In, Play-out and Replay Exercises (img_exercises.zip)
- Projects List (project_list.pdf)
- Lesson 7 - Alpha Algorithm (lesson_7_-_alpha_algorithm.pdf)
- Alpha Algorithm exercies (alpha_exercises.zip)
- Lesson 8 - Advanced Techniques (lesson_8_-_advanced_technique.pdf)
- Lesson 9 - Other Topics and Conformance Checking (lesson_9_-_process_mining_topics.pdf)
- Exam Simulation (exam_simulation.docx)
Reference book:
- Process Mining – Discovery, Conformance and Enhancement of Business Processes (Springer)
