| Entrambe le parti precedenti la revisioneRevisione precedenteProssima revisione | Revisione precedente |
| geospatialanalytics:gsa:start [11/09/2025 alle 08:45 (3 settimane fa)] – [Module 1: Data Analysis] Luca Pappalardo | geospatialanalytics:gsa:start [30/09/2025 alle 14:09 (3 giorni fa)] (versione attuale) – [Calendar] Luca Pappalardo |
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| * **Luca Pappalardo** | * **Luca Pappalardo** |
| * [[luca.pappalardo@isti.cnr.it]] | * [[luca.pappalardo@isti.cnr.it]] |
| * KDD Laboratory, ISTI-CNR, Pisa | * KDD Laboratory, ISTI-CNR and Scuola Normale Superiore, Pisa |
| * [[http://www-kdd.isti.cnr.it]] | * [[http://www-kdd.isti.cnr.it]] |
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| * [[http://www-kdd.isti.cnr.it]] | * [[http://www-kdd.isti.cnr.it]] |
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| ===Tutors:=== | ===Teaching assistants:=== |
| * **Giuliano Cornacchia**, PhD student, University of Pisa | * **Giuliano Cornacchia**, Postdoc researcher, ISTI-CNR |
| * **Giovanni Mauro**, PhD student, University of Pisa | * **Giovanni Mauro**, Postdoc researcher, Scuola Normale Superiore |
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| ===== Module 2: Patterns and Laws ===== | ===== Module 2: Patterns and Laws ===== |
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| * individual mobility laws/patterns | * individual mobility laws |
| * collective mobility laws/patterns | * collective mobility laws |
| * Practice: analyze mobility data with Python | * mobility pattern mining |
| | * **Practice** |
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| ===== Module 3: Models ===== | ===== Module 3: Models ===== |
| * Trajectory generation | * Trajectory generation |
| * Flow generation | * Flow generation |
| * Practice: mobility prediction and generation in Python | * **Practice** |
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| ===== Module 4: Applications ===== | |
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| * Urban segregation models | |
| * Routing and navigation apps | |
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| ^ ^ Day ^ Topic ^ Slides/Code ^ Material ^ Teacher| | ^ ^ Day ^ Topic ^ Slides/Code ^ Material ^ Teacher| |
| |1. |15.09 16:00-18:00| Introduction to the Course | | | L. Pappalardo, M. Nanni | | |1. |**15/09**, 16:00-18:00, Fib L1| Introduction to the Course | **[slides]** {{ :geospatialanalytics:gsa:lesson_0_-_about_the_course.pdf | About the course}} {{ :geospatialanalytics:gsa:lesson_01_-_introduction.pdf | Introduction to Geospatial Analytics and Human Mobility}}| **[book chapter]** [[ https://archive.org/details/kang-tsung-chang-introduction-to-geographic-information-systems-2019-mc-graw-hill-libgen.lc/page/15/mode/2up | Introduction to geographic information systems]], Chapter 1; **[paper]** [[https://arxiv.org/pdf/1710.00004.pdf | Human Mobility: Models and Applications]], Section 1 | L. Pappalardo, M. Nanni | |
| |2. |16.09 16:00-18:00| Fundamental Concepts I | | | L. Pappalardo | | |2. |**16.09** 16:00-18:00 Fib M1| Fundamental Concepts I | **[slides]** {{ :geospatialanalytics:gsa:lesson_02_-_fundamental_concepts.pdf | Fundamental concepts}} | **[book chapter]** [[ https://archive.org/details/kang-tsung-chang-introduction-to-geographic-information-systems-2019-mc-graw-hill-libgen.lc/page/15/mode/2up | Introduction to geographic information systems]], Chapter 2 (Coordinate Systems); **[video]** [[https://www.youtube.com/watch?v=HnWNhyxyUHg | Intro to coordinate systems and UTM projection]] | L. Pappalardo | |
| | |3. |**29.09** 16:00-18:00 Fib L1| Fundamental Concepts II | **[slides]** {{ :geospatialanalytics:gsa:lesson_02_-_fundamental_concepts.pdf | Fundamental concepts}} | **[paper]** [[https://arxiv.org/abs/2012.02825 | A survey of deep learning for human mobility]], Section 2.1, Appendix A; | L. Pappalardo | |
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| | |4. |30.09 16:00-18:00 Fib M1| Practical session on Fundamental Concepts | | | L. Pappalardo, G. Mauro | |
| | |5. |06.10 16:00-18:00 Fib L1| Spatial Data Analysis I | | | M. Nanni | |
| | |6. |07.10 16:00-18:00 Fib M1| Spatial Data Analysis II | | | M. Nanni | |
| | |7. |13.10 16:00-18:00 Fib L1| Practical session on Spatial Data Analysis | | | M. Nanni, G. Cornacchia | |
| | |8. |14:10 16:00-18:00 Fib M1| Mobility Data I | | | L. Pappalardo | |
| | |9. |20.10 16:00-18:00 Fib L1| Mobility Data II | | | L. Pappalardo | |
| | |10. |21.10 16:00-18:00 Fib M1| Practical session on Mobility Data | | | L. Pappalardo, G. Cornacchia | |
| | |11. |27.10 16:00-18:00 Fib L1| Preprocessing I | | | M. Nanni | |
| | |12. |28.10 16:00-18:00 Fib M1| Preprocessing II | | | M. Nanni | |
| | |13. |03.11 16:00-18:00 Fib L1| Practical session on Preprocessing | | | M. Nanni, G. Cornacchia | |
| | |14. |04.11 16:00-18:00 Fib M1| Individual Mobility Laws and Models I | | | L. Pappalardo | |
| | |15. |10.11 16:00-18:00 Fib L1| Individual Mobility Laws and Models II | | | L. Pappalardo | |
| | |16. |11.11 16:00-18:00 Fib M1| Practical session on Individual Mobility Laws and Models | | | L. Pappalardo, G. Mauro | |
| | |17. |17.11 16:00-18:00 Fib L1| Collective Mobility Laws and Models | | | L. Pappalardo | |
| | |18. |18.11 16:00-18:00 Fib M1| Practical session on Collective Mobility Laws and Models | | | L. Pappalardo, G. Mauro | |
| | |19. |24.11 16:00-18:00 Fib L1| Mobility Pattern Mining I | | | M. Nanni | |
| | |20. |25.11 16:00-18:00 Fib M1| Mobility Pattern Mining II | | | M. Nanni | |
| | |21. |01.12 16:00-18:00 Fib L1| Next-location prediction | | | M. Nanni | |
| | |22. |02.12 16:00-18:00 Fib M1| Practical session on Mobility Pattern Mining and Next-location Prediction | | | M. Nanni, G. Mauro | |
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| ==== Previous Geospatial Analytics websites ==== | ==== Previous Geospatial Analytics websites ==== |
