ML4SEP 2019
October 3-4, 2019 @ University of Zurich, Switzerland
Workshop Agenda
Workshop Agenda
Day 1: Thursday, October 3rd, 2019 @ Y25-H-79, University of Zurich - Irchel campus
Day 1: Thursday, October 3rd, 2019 @ Y25-H-79, University of Zurich - Irchel campus
12:00 - 13:30 Lunch & Coffee
12:00 - 13:30 Lunch & Coffee
13:30 - 17:00 Tutorial Workshop on SpaceGAN (3 hours) (Chair: Nico Neureiter)
13:30 - 17:00 Tutorial Workshop on SpaceGAN (3 hours) (Chair: Nico Neureiter)
- Tutorial on SpaceGAN, a Generative Model for Geospatial Domains (https://arxiv.org/abs/1905.09796)
- Lecturers:
- Sebastian Flennerhag (DeepMind, University of Manchester, UK & The Alan Turing Institute, UK)
- Adriano Koshiyama (Financial Computing Group, Department of Computer Science, University College London, UK & The Alan Turing Institute, UK)
13:30 - 15:00 Introduction to Deep Learning and Generative Adversarial Networks
13:30 - 15:00 Introduction to Deep Learning and Generative Adversarial Networks
- Tutorial I: Classification problem
- Tutorial II: Basics of GAN training
15:00 - 15:30 Coffee/Tea Break
15:00 - 15:30 Coffee/Tea Break
15:30 - 17:00 Conditioning GANs and Spatially-conditioned GANs (SpaceGAN)
15:30 - 17:00 Conditioning GANs and Spatially-conditioned GANs (SpaceGAN)
- Tutorial III: Training a GAN to condition on class label
- Tutorial IV: SpaceGAN
17:10 - 17:40 Seminar on Feature Selection (25 min) (Chair: Dr. Eun-Kyeong Kim)
17:10 - 17:40 Seminar on Feature Selection (25 min) (Chair: Dr. Eun-Kyeong Kim)
- Feature Selection and Data Dependencies Analysis: an Operative Tool for Geospatial Data, with a showcase of pyGRNN (General Regression Neural Networks)
- Lecturer:
- Dr. Federico Amato ('Geosciences and Knowledge Discovery in Data' Lab, the Institute of Earth Surface Dynamics, University of Lausanne, Switzerland)
18:00 - 20:00 Dinner
18:00 - 20:00 Dinner
Day 2: Friday, October 4th, 2019 @ Y25-H-86, University of Zurich - Irchel campus
Day 2: Friday, October 4th, 2019 @ Y25-H-86, University of Zurich - Irchel campus
09:30 - 16:00 All-Day Poster Presentation
09:30 - 16:00 All-Day Poster Presentation
- 09:30 - 16:00 Dr. Meredith Schuman (Department of Geography, University of Zurich, Switzerland)
- Remote Sensing of Ecological Genetics
- 09:30 - 16:00 Farzaneh Derakhshan Babaei (Visiting Student at Department of Geography, University of Zurich, Switzerland)
- Soil Phosphorus Estimation Using Neural Network Method in the Kan River Basin, Tehran, Iran
09:30 - 10:15 Keynote Speech by Dr. Damian Borth, "AI for Social Good"
09:30 - 10:15 Keynote Speech by Dr. Damian Borth, "AI for Social Good"
- Chair: Nico Neureiter
10:15 - 10:25 Break
10:15 - 10:25 Break
10:25 - 11:05 Session I: Advances in Applied ML Methods
10:25 - 11:05 Session I: Advances in Applied ML Methods
- Chair: Nico Neureiter
- 10:25 - 10:35 Sebastian Flennerhag (The Alan Turing Institute, UK)
- Transferring Knowledge across Learning Processes
- 10:35 - 10:45 Adriano Koshiyama (The Alan Turing Institute, UK)
- Algorithm Impact Assessment: Fairness, Robustness and Explainability in Automated Decision-Making
- 10:45 - 11:05 Dr. Jürgen Hackl (Data Analytics Group, University of Zurich, Switzerland)
- Artificial Urban Infrastructure Systems: Multi-Layer Spatially Embedded Random Network Model
11:05 - 11:20 Coffee/Tea Break
11:05 - 11:20 Coffee/Tea Break
11:20 - 12:00 Session II: Applied ML for Trajectory Data
11:20 - 12:00 Session II: Applied ML for Trajectory Data
- Chair: Dr. Eun-Kyeong Kim
- 11:20 - 11:40 Dr. Pengxiang Zhao (Mobility Information Engineering Lab, the Institute of Cartography and Geoinformation, ETH Zurich)
- A Clustering-Based Framework for Understanding Individuals’ Travel Mode Choice Behavior
- 11:40 - 12:00 Henry Martin (Mobility Information Engineering Lab, the Institute of Cartography and Geoinformation, ETH Zurich)
- Exploiting the Spatio-Temporal Structure within Human Mobility Behavior using Graph Neural Networks
12:00 - 13:15 Lunch & Coffee
12:00 - 13:15 Lunch & Coffee
13:15 - 14:00 Keynote Speech by Dr. Marcello Ienca "AI Ethics: From Guidelines to Ethical Design"
13:15 - 14:00 Keynote Speech by Dr. Marcello Ienca "AI Ethics: From Guidelines to Ethical Design"
- Chair: Dr. Eun-Kyeong Kim
14:00 - 14:05 Short Break
14:00 - 14:05 Short Break
14:05 - 14:45 Session III: Applied ML for Health & AI and Trust
14:05 - 14:45 Session III: Applied ML for Health & AI and Trust
- Chair: Dr. Lindsey Conrow
- 14:05 - 14:25 Dr. Rui Hu (Postdoctoral Researcher, IBM Research Zurich, Switzerland)
- A Cognitive IoT Monitoring and Support System for Elderly Care
- 14:25 - 14:45 Dr. Rebekah Overdorf (Research Scientist, EPFL, Switzerland)
- The Bad and the Ugly: Privacy, Bias, and More
14:45 - 15:00 Coffee/Tea Break
14:45 - 15:00 Coffee/Tea Break
15:00 - 16:00 Panel Discussion Session: Promises and Pitfalls of Applied ML
15:00 - 16:00 Panel Discussion Session: Promises and Pitfalls of Applied ML
- Q&A poll: https://pigeonhole.at/TKR4MY
- Chair: Dr. Lindsey Conrow
- Panelists:
- Dr. Abraham Bernstein (Professor, Department of Informatics, University of Zurich, Switzerland)
- Dr. Rebekah Overdorf (Research Scientist, EPFL, Switzerland)
- Dr. Robert Weibel (Professor, Department of Geography, University of Zurich, Switzerland)
- Dr. Damian Borth (Professor of Artificial Intelligence & Machine Learning, the University of St. Gallen, Switzerland)
- Dr. Marcello Ienca (Research Fellow, Health Ethics & Policy Lab, Department of Health Sciences & Technology, ETH Zurich, Switzerland)
16:00 - 16:10 Closing Remarks
16:00 - 16:10 Closing Remarks
16:30 - 18:30 Networking Apéro (@ Y13-M-Foyer Aquarium, University of Zurich - Irchel campus)
16:30 - 18:30 Networking Apéro (@ Y13-M-Foyer Aquarium, University of Zurich - Irchel campus)
- The location of Y13: https://www.plaene.uzh.ch/Y13
- The detailed floor plan of Y13-M-Foyer Aquarium: https://www.del.uzh.ch/dam/jcr:00000000-1cbf-93ad-ffff-ffffb4902584/aquarium.pdf