| Entrambe le parti precedenti la revisioneRevisione precedenteProssima revisione | Revisione precedente |
| geospatialanalytics:gsa:start [11/09/2025 alle 10:29 (8 settimane fa)] – [783AA Geospatial Analytics A.A. 2025/26] Luca Pappalardo | geospatialanalytics:gsa:start [04/11/2025 alle 15:20 (2 giorni fa)] (versione attuale) – [Calendar] Mirco Nanni |
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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 |
| | * mobility pattern mining |
| * **Practice** | * **Practice** |
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| * **Practice** | * **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| Fundamental Concepts II | | | 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 | |
| |4. |30.09 16:00-18:00| Practical session on Fundamental Concepts | | | G. Mauro | | |4. |**30.09** 16:00-18:00 Fib M1| Practical session on Fundamental Concepts | **[code]**{{ :geospatialanalytics:gsa:gsa1.zip | Notebook}} | | L. Pappalardo, G. Mauro | |
| |5. |06.10 16:00-18:00| Spatial Data Analysis I | | | M. Nanni | | |5. |**06.10** 16:00-18:00 Fib L1| Spatial Data Analysis I | **[slides]** {{ :geospatialanalytics:gsa:03_-_spatial_data_analysis_25_26.pdf |Spatial Data Analysis I}} | **[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]], Sect. 3.1, 3.3, 4.1-4.3, 4.7, 8.5, Chapter 11; **[book chapter]** [[ https://mgimond.github.io/Spatial | Intro to GIS and Spatial Analysis]], Chapter 11, 13; **[book section]** [[ https://doi.org/10.1007/978-0-387-35973-1_446 | Encyclopedia of GIS: Geary’s C]] | M. Nanni | |
| |6. |07.10 16:00-18:00| Spatial Data Analysis II | | | M. Nanni | | |6. |**07.10** 16:00-18:00 Fib M1| Spatial Data Analysis II | **[slides]** {{ :geospatialanalytics:gsa:03bis_-_spatial_data_analysis_25_26.pdf | Spatial Data Analysis II}} | **[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 15; **[book chapter]** [[ https://mgimond.github.io/Spatial | Intro to GIS and Spatial Analysis]], Chapter 14; **[book section]** [[ https://sustainability-gis.readthedocs.io/en/latest/ | Spatial data science for sustainable development]], Tutorial 3 (Spatial Regression); **[paper]** [[ https://doi.org/10.1007/s10619-019-07278-7 | Spatial co-location patterns]], Sect. 3.1; **[paper]** [[ https://www.lri.fr/~sebag/Examens/Ester_KDD98.pdf | Trend Detection in Spatial Databases ]], Sect. 4 | M. Nanni | |
| |7. |13.10 16:00-18:00| Practical session on Spatial Data Analysis | | | G. Cornacchia | | |7. |13.10 16:00-18:00 Fib L1| Practical session on Spatial Data Analysis | **[code]** {{ :geospatialanalytics:gsa:gsa_spatial_patterns_13oct_2025.ipynb.zip | Notebook}} | | M. Nanni, G. Cornacchia | |
| |8. |14:10 16:00-18:00| Mobility Data I | | | L. Pappalardo | | |8. |14:10 16:00-18:00 Fib M1| Mobility Data I | **[slides]** {{ :geospatialanalytics:gsa:04-_spatial_and_mobility_data_25_26_1_.pdf | Mobility Data}} | **[paper]** [[ https://arxiv.org/abs/2012.02825 | A survey of deep learning for human mobility ]], Appendix C.1, C.2, C.3; **[paper]** [[ https://epjdatascience.springeropen.com/articles/10.1140/epjds/s13688-021-00284-9 | Evaluation of home detection algorithms on mobile phone data using individual-level ground truth ]], Section 1 "Introduction", Section 2 "Mobile phone datasets"; **[paper]** [[ https://epjdatascience.springeropen.com/articles/10.1140/epjds/s13688-015-0046-0 | A survey of results on mobile phone datasets analysis ]], Section 1 "Introduction", Section 3 "Adding space - geographical networks"; | L. Pappalardo | |
| |9. |20.10 16:00-18:00| Mobility Data II | | | L. Pappalardo | | |9. |20.10 16:00-18:00 Fib L1| Mobility Data II | **[slides]** {{ :geospatialanalytics:gsa:04-_spatial_and_mobility_data_25_26_1_.pdf | Mobility Data}} | **[paper]** [[ https://www.kdd.org/exploration_files/June_2019_-_1._Urban_Human_Mobility,_Data_Drive_Modeling_and_Prediction_.pdf | Urban Human Mobility: Data-Driven Modeling and Prediction]], Section 2.2 "Popular Urban Data"; | L. Pappalardo | |
| |10. |21.10 16:00-18:00| Practical session on Mobility Data | | | G. Cornacchia | | |10. |21.10 16:00-18:00 Fib M1| Practical session on Mobility Data | **[code]**{{ :geospatialanalytics:gsa:gsa_cdr_and_gps_20oct_2025.ipynb.zip | Notebook}} | | L. Pappalardo, G. Cornacchia | |
| |11. |27.10 16:00-18:00| Preprocessing I | | | M. Nanni | | |11. |27.10 16:00-18:00 Fib L1| Preprocessing I | **[slides]** {{ :geospatialanalytics:gsa:05_-_preprocessing_25_26.pdf |Data Preprocessing}} | **[paper]** [[https://journals.sagepub.com/doi/pdf/10.1177/15501477211050729?download=true|Review and classification of trajectory summarisation algorithms: From compression to segmentation]]; **[paper]** [[http://www2.ipcku.kansai-u.ac.jp/~yasumuro/M_InfoMedia/paper/Douglas73.pdf|Algorithms for the reduction of the number of points required to represent a digitized line or its caricature (Douglas-Peucker)]]; **[paper]** [[https://www.researchgate.net/publication/314207447_A_Trajectory_Segmentation_Map-Matching_Approach_for_Large-Scale_High-Resolution_GPS_Data|A Trajectory Segmentation Map-Matching Approach for Large-Scale, High-Resolution GPS Data]]; **[paper]** [[https://www.ismll.uni-hildesheim.de/lehre/semSpatial-10s/script/6.pdf|Hidden Markov Map Matching Through Noise and Sparseness]] | M. Nanni | |
| |12. |28.10 16:00-18:00| Preprocessing II | | | M. Nanni | | |12. |28.10 16:00-18:00 Fib M1| Preprocessing II | | | M. Nanni | |
| |13. |03.11 16:00-18:00| Practical session on Preprocessing | | | G. Cornacchia | | |13. |03.11 16:00-18:00 Fib L1| Practical session on Preprocessing | | | M. Nanni, G. Cornacchia | |
| |14. |04.11 16:00-18:00| Individual Mobility Laws and Models I | | | L. Pappalardo | | |14. |04.11 16:00-18:00 Fib M1| Individual Mobility Laws and Models I | | | L. Pappalardo | |
| |15. |10.11 16:00-18:00| Individual Mobility Laws and Models II | | | L. Pappalardo | | |
| |16. |11.11 16:00-18:00| Practical session on Individual Mobility Laws and Models | | | G. Mauro | | |15. |10.11 16:00-18:00 Fib L1| Individual Mobility Laws and Models II | | | L. Pappalardo | |
| |17. |17.11 16:00-18:00| Collective Mobility Laws and Models | | | L. Pappalardo | | |16. |11.11 16:00-18:00 Fib M1| Practical session on Individual Mobility Laws and Models | | | L. Pappalardo, G. Mauro | |
| |18. |18.11 16:00-18:00| Practical session on Collective Mobility Laws and Models | | | G. Mauro | | |17. |17.11 16:00-18:00 Fib L1| Collective Mobility Laws and Models | | | L. Pappalardo | |
| |19. |24.11 16:00-18:00| Mobility Pattern Mining I | | | M. Nanni | | |18. |18.11 16:00-18:00 Fib M1| Practical session on Collective Mobility Laws and Models | | | L. Pappalardo, G. Mauro | |
| |20. |25.11 16:00-18:00| Mobility Pattern Mining II | | | M. Nanni | | |19. |24.11 16:00-18:00 Fib L1| Mobility Pattern Mining I | | | M. Nanni | |
| |21. |01.12 16:00-18:00| Next-location prediction | | | M. Nanni | | |20. |25.11 16:00-18:00 Fib M1| Mobility Pattern Mining II | | | M. Nanni | |
| |22. |02.12 16:00-18:00| Practical session on Mobility Pattern Mining and Next-location Prediction | | | G. Mauro | | |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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