Twelve submissions in total were accepted as work-in-progress, position papers or vision statements. The proceedings are available on this page. Please, cite as
Martin Raubal, Shaowen Wang, Mengyu Guo, David Jonietz, and Peter Kiefer, editors. Spatial Big Data and Machine Learning in GIScience, Workshop at GIScience 2018, Melbourne, Australia, 2018.
Download full proceedings as PDF.
Papers
Part I: Trajectories
- pp. 1-4: Stay-Move Tree for Summarizing Spatiotemporal Trajectories (Eun-Kyeong Kim)
- pp. 5-8: Detection of Unsigned Ephemeral Road Incidents by Visual Cues (Alex Levering, Kourosh Khoshelham, Devis Tuia, and Martin Tomko)
- pp. 9-12: Convolutional Neural Network for Traffic Signal Inference based on GPS Traces (Y. Méneroux, V. Dizier, M. Margollé, M.D. Van Damme, H.Kanasugi, A. Le Guilcher, G. Saint Pierre, and Y. Kato)
- pp. 13-16: Using Stream Processing to Find Suitable Rides: An Exploration based on New York City Taxi Data (Roswita Tschümperlin, Dominik Bucher, and Joram Schito)
- pp. 17-21: Classification of regional dominant movement patterns in trajectories with a convolutional neural network (Can Yang and Gyozo Gidófalvi)
Part II: Cognition & HCI
- pp. 22-24: Spatial Big Data for Human-Computer Interaction (Ioannis Giannopoulos)
- pp. 25-28: Unsupervised Clustering of Eye Tracking Data (Fabian Göbel and Henry Martin)
- pp. 29-33: Collections of Points of Interest: How to Name Them and Why it Matters (Gengchen Mai, Krzysztof Janowicz, Yingjie Hu, Song Gao, Rui Zhu, Bo Yan, Grant McKenzie, Anagha Uppal, and Blake Regalia)
Part III: Spatial Patterns
- pp. 34-39: A Multi-scale Spatio-temporal Approach to Analysing the changing inequality in the Housing Market during 2001-2014 (Yingyu Feng and Kelvyn Jones)
- pp. 40-43: Automated social media content analysis from urban green areas – Case Helsinki (Vuokko Heikinheimo, Henrikki Tenkanen, Tuomo Hiippala, Olle Järv, and Tuuli Toivonen)
- pp. 44-47: Long short-term memory networks for county-level corn yield estimation (Haifeng Li, Yudi Wang, Renhai Zhong, Hao Jiang, and Tao Lin)
- pp. 48-53: Conditional Adversarial Networks for Multimodal Photo-Realistic Point Cloud Rendering (Torben Peters and Claus Brenner)