Big Spatial Data Analytics – Publications

2021

Fritz, O., Auer, M., Zipf, A.. 2021. “Entwicklung eines Regressionsmodells für die Vollständigkeitsanalyse des globalen OpenStreetMap-Datenbestands an Nahverkehrs-Busstrecken .” AGIT ‒ Journal Für Angewandte Geoinformatik. 7-2021.
Godwin, Y.; de Albuquerque, J.; Troilo, R.; Tregonning, G.; et al.. 2021. “Analysis of OpenStreetMap Data Quality at Different Stages of a Participatory Mapping Process: Evidence from Slums in Africa and Asia .” ISPRS Int. J. Geo-Inf. 10(4): 265.
Ludwig, C.; Hecht, R.; Lautenbach, S.; Schorcht, M.; Zipf, A.. 2021. “Mapping Public Urban Green Spaces Based on OpenStreetMap and Sentinel-2 Imagery Using Belief Functions.” ISPRS Int. J. Geo-Inf. 10(4): 251.
Grinberger, A.Y., Schott, M., Raifer, M., Zipf, A.. 2021. “An analysis of the spatial and temporal distribution of large‐scale data production events in OpenStreetMap.” Transactions in GIS. 00: 1– 20.

2020

Wu, Zhaoyan, Li, Hao, & Zipf, Alexander. 2020. “From Historical OpenStreetMap data to customized training samples for geospatial machine learning.” In proceedings of the Academic Track at the State of the Map 2020 Online Conference, July 4-5 2020.
Li, H.; Ghamisi, P.; Rasti, B.; Wu, Z.; Shapiro, A.; Schultz, M.; Zipf, A.. 2020. “A Multi-Sensor Fusion Framework Based on Coupled Residual Convolutional Neural Networks.” Remote Sensing 12: 2067.
Ludwig, C.; Fendrich, S.; Zipf, A.. 2020. “ Regional variations of context‐based association rules in OpenStreetMap.” Transactions in GISWiley.
Hu, X.; Fan, H.; Noskov, A. ; Wang, Z.; Zipf, A.; Gu, F.; Shang, J. . 2020. “Room Semantics Inference Using Random Forest and Relational Graph Convolutional Network. A Case Study of Research Buildings.” Transactions in GIS DOI: 10.1111/tgis.12664.
Reichert, M., Braun, U., Lautenbach, S., Zipf, A., Ebner-Priemer, U., Tost, H., Meyer-Lindenberg, A.. 2020.
Studying the impact of built environments on human mental health in everyday life: methodological developments, state-of-the-art and technological frontiers.”
Current Opinion in Psychology 32: 158-164.
Hu, X., Ding, L., Shang, J., Fan, H., Novack, T., Noskov, A. & Zipf, A.. 2020. “ Data-driven approach to learning salience models of indoor landmarks by using genetic programming.” International Journal of Digital Earth.
Novack T., Vorbeck L., Lorei H., Zipf A. (2020). 2020. “Towards Detecting Building Facades with Graffiti Artwork Based on Street View Images.” ISPRS International Journal of Geo-Information 9 (2): 98.
Yan, Y., C. Feng, W. Huang, H. Fan, Y. Wang & A. Zipf. 2020. “Volunteered geographic information research in the first decade: a narrative review of selected journal articles in GIScience.” International Journal of Geographical Information Science.
Juhász, L., Novack T., Hochmair, H., Qiao, S.. 2020. “ Cartographic Vandalism in the Era of Location-Based Games—The Case of OpenStreetMap and Pokémon GO.” ISPRS International Journal of Geo-Information 9 (4): 197.

2019

Grinberger, A. Yair ; Schott, Moritz ; Raifer, Martin ; Troilo, Rafael ; Zipf, Alexander. 2019. “The institutional contexts of volunteered geographic information production: a quantitative exploration of OpenStreetMap data.” Proceedings of the GeoCultGIS – Geographic and Cultural Aspects of Geo-Information: Issues and Solutions, Limassol (Cyprus).
Ludwig, Christina ; Zipf, Alexander. 2019. “Exploring regional differences in the representation of urban green spaces in OpenStreetMap.” Proceedings of the GeoCultGIS – Geographic and Cultural Aspects of Geo-Information: Issues and Solutions, Limassol (Cyprus).
Yeboah, Godwin, Rafael Troilo, Vangelis Pitidis, and João Porto de Albuquerque. 2019. “Analysis of OpenStreetMap Data Quality at Different Stages of a Participatory Mapping Process: Evidence from Informal Urban Settings.” In: Minghini, M., Grinberger, A.Y., Juhász, L., Yeboah, G., Mooney, P. (Eds.), 7-8. State of the Map, 21.-23.09.2019. Heidelberg.
Klonner, Carolin, Maximilian Hartmann, Lily Djami, and Alexander Zipf. 2019. “‘Ohsome’ OpenStreetMap Data Evaluation: Fitness of Field Papers for Participatory Mapping.” In: Minghini, M., Grinberger, A.Y., Juhász, L., Yeboah, G., Mooney, P. (Eds.), 35-36. State of the Map, 21.-23.09.2019. Heidelberg .
Lorei, Heinrich, René Westerholt, and Alexander Zipf. 2019. “Characterizing Player Types in Gamified Geodata Acquisition – An Exploratory Analysis of StreetComplete.” In: Minghini, M., Grinberger, A.Y., Juhász, L., Yeboah, G., Mooney, P. (Eds.), 33-34. State of the Map, 21.-23.09.2019. Heidelberg .
Ludwig, Christina, Robert Hecht, Sven Lautenbach, Martin Schorcht, and Alexander Zipf. 2019. “Assessing the Completeness of Urban Green Spaces in OpenStreetMap.” In: Minghini, M., Grinberger, A.Y., Juhász, L., Yeboah, G., Mooney, P. (Eds.), 21-22. State of the Map, 21.-23.09.2019. Heidelberg .
Juhász, Levente, Hartwig Hochmair, Sen Qiao, and Tessio Novack. 2019. “Exploring the Effects of Pokémon Go Vandalism on OpenStreetMap.” In: Minghini, M., Grinberger, A.Y., Juhász, L., Yeboah, G., Mooney, P. (Eds.), 3-4. State of the Map, 21.-23.09.2019. Heidelberg .
Grinberger, A. Yair, Moritz Schott, Martin Raifer, Rafael Troilo, and Alexander Zipf. 2019. “Analyzing the Spatio-Temporal Patterns and Impacts of Large-Scale Data Production Events in OpenStreetMap.” In: Minghini, M., Grinberger, A.Y., Juhász, L., Yeboah, G., Mooney, P. (Eds.), 9-10. State of the Map, 21.-23.09.2019. Heidelberg .
Li, Hao, Benjamin Herfort, and Alexander Zipf. 2019. “Estimating OpenStreetMap Missing Built-up Areas Using Pre-Trained Deep Neural Networks.” Proceedings of the 22nd AGILE Conference on Geographic Information Science 5: 17-20.
Yingwei Yan, Michael Schultz and Alexander Zipf 2019. “An Exploratory Analysis of Usability of Flickr Tags for Land Use/Land Cover Attribution.” Geo-Spatial Information Science 22 (1): 12-21.
Raifer, Martin, Rafael Troilo, Fabian Kowatsch, Michael Auer, Lukas Loos, Sabrina Marx, Katharina Przybill, Sascha Fendrich, Franz-Benjamin Mocnik, and Alexander Zipf. 2019. “OSHDB: A Framework for Spatio-Temporal Analysis of OpenStreetMap History Data.” Open Geospatial Data, Software and Standards 4 (1): 3.
Zia, Mohammed, Ziyadin Cakir, and Dursun Zafer Seker. 2019. “Turkey OpenStreetMap Dataset – Spatial Analysis of Development and Growth Proxies.” Open Geosciences 11 (1): 140–151.
Alexey Noskov & Alexander Zipf. 2019. “Open-data-driven embeddable quality management services for map-based web applications.” Big Earth Data 2 (4): 395-422.
Mocnik, F.-B., Ludwig, C., Grinberger, A.Y., Jacobs, C., Klonner, C., Raifer, M. 2019. “Shared Data Sources in the Geographical Domain—A Classification Schema and Corresponding Visualization Techniques.” ISPRS International Journal of Geo-Information 8 (5): 242.

2018

Auer, M., & Zipf, A. (2018). 3D WebGIS: From Visualization to Analysis. An Efficient Browser-Based 3D Line-of-Sight Analysis. ISPRS International Journal of Geo-Information, 7(7), 279. https://doi.org/10.3390/ijgi7070279
Auer, M., Eckle, M., Fendrich, S., Kowatsch, F., Loos, L., Marx, S., Raifer, M., Schott, M., Troilo, R., & Zipf, A. (2018). Ohsome – eine Plattform zur Analyse raumzeitlicher Entwicklungen von OpenStreetMap-Daten für intrinsische Qualitätsbewertungen. AGIT ‒ Journal Für Angewandte Geoinformatik, 4. https://doi.org/doi:10.14627/537647020
Auer, M., Eckle, M., Fendrich, S., Griesbaum, L., Kowatsch, F., Marx, S., Raifer, M., Schott, M., Troilo, R., & Zipf, A. (2018, May 25). Towards Using the Potential of OpenStreetMap History for Disaster Activation Monitoring. Proceedings of the 15th ISCRAM Conference.
Kuo, C.-L., Chan, T.-C., Fan, I.-C., & Zipf, A. (2018). Efficient Method for POI/ROI Discovery Using Flickr Geotagged Photos. ISPRS International Journal of Geo-Information, 7(3), 121. https://doi.org/10.3390/ijgi7030121
Mobasheri, A., Zipf, A., & Francis, L. (2018). OpenStreetMap data quality enrichment through awareness raising and collective action tools—experiences from a European project. Geo-Spatial Information Science, 21(3), 234–246.
Mocnik, F.-B., Mobasheri, A., & Zipf, A. (2018). Open source data mining infrastructure for exploring and analysing OpenStreetMap. Open Geospatial Data, Software and Standards, 3(1), 7.
Mocnik, F.-B., Mobasheri, A., Griesbaum, L., Eckle, M., Jacobs, C., & Klonner, C. (2018). A grounding-based ontology of data quality measures. JOURNAL OF SPATIAL INFORMATION SCIENCE, 16, 1–25. https://doi.org/doi:10.5311/JOSIS.2018.16.360
Noskov, A., & Zipf, A. (2018). Open-data-driven embeddable quality management services for map-based web applications. Big Earth Data, 2(4), 395–422.
Novack, T., Peters, R., & Zipf, A. (2018). Graph-Based Matching of Points-of-Interest from Collaborative Geo-Datasets. ISPRS International Journal of Geo-Information, 7(3), 117. https://doi.org/10.3390/ijgi7030117
Yan, Y., Kuo, C.-L., Feng, C.-C., Huang, W., Fan, H., & Zipf, A. (2018). Coupling maximum entropy modeling with geotagged social media data to determine the geographic distribution of tourists. International Journal of Geographical Information Science, 32(9), 1699–1736.

2017

Fan, H., Zipf, A., & Wu, H. (2017). Detecting repetitive structures on building footprints for the purposes of 3D modeling and reconstruction. International Journal of Digital Earth, 10(8), 785–797.
Jacobs, C., & Zipf, A. (2017). Completeness of citizen science biodiversity data from a volunteered geographic information perspective. Geo-Spatial Information Science, 20(1), 3–13.
Jonietz, D., Antonio, V., See, L., & Zipf, A. (2017). Highlighting Current Trends in Volunteered Geographic Information. ISPRS International Journal of Geo-Information, 6(7), 202. https://doi.org/10.3390/ijgi6070202
Mocnik, F.-B., Zipf, A., & Raifer, M. (2017). The OpenStreetMap folksonomy and its evolution. Geo-Spatial Information Science, 20(3), 219–230.
Schultz, M., Voss, J., Auer, M., Carter, S., & Zipf, A. (2017). Open land cover from OpenStreetMap and remote sensing. International Journal of Applied Earth Observation and Geoinformation, 63, 206–213. https://doi.org/10.1016/j.jag.2017.07.014

2016

Jonietz, D., & Zipf, A. (2016). Defining Fitness-for-Use for Crowdsourced Points of Interest (POI). ISPRS International Journal of Geo-Information, 5(9), 149. https://doi.org/10.3390/ijgi5090149
Steiger, E., Resch, B., de Albuquerque, J. P., & Zipf, A. (2016). Mining and correlating traffic events from human sensor observations with official transport data using self-organizing-maps. Transportation Research Part C: Emerging Technologies, 73, 91–104. https://doi.org/10.1016/j.trc.2016.10.010
Törnros, T., Dorn, H., Reichert, M., Ebner-Priemer, U., Salize, H.-J., Tost, H., Meyer-Lindenberg, A., & Zipf, A. (2016). A comparison of temporal and location-based sampling strategies for global positioning system-triggered electronic diaries. Geospatial Health. https://doi.org/10.4081/gh.2016.473
von Schwerin, J., Richards-Rissetto, H., Remondino, F., Spera, M. G., Auer, M., Billen, N., Loos, L., Stelson, L., & Reindel, M. (2016). Airborne LiDAR acquisition, post-processing and accuracy-checking for a 3D WebGIS of Copan, Honduras. Journal of Archaeological Science: Reports, 5, 85–104. https://doi.org/10.1016/j.jasrep.2015.11.005
Westerholt, R., Steiger, E., Resch, B., & Zipf, A. (2016). Abundant Topological Outliers in Social Media Data and Their Effect on Spatial Analysis. PLOS ONE, 11(9), e0162360. https://doi.org/10.1371/journal.pone.0162360
Yang, A., Fan, H., Jing, N., Sun, Y., & Zipf, A. (2016). Temporal Analysis on Contribution Inequality in OpenStreetMap: A Comparative Study for Four Countries. ISPRS International Journal of Geo-Information, 5(1), 5. https://doi.org/10.3390/ijgi5010005