Professur für Big Geospatial Data Management
Fakultät für Luftfahrt, Raumfahrt und Geodäsie
Technische Universität München TUM – Menü

Publikationen

Hier geben wir einen Überblick über alle Publikationen von Mitgliedern in unserem Team.

  1. Fang, C., & Zhao, S. (2018). A comparative study of spatiotemporal patterns of urban expansion in six major cities of the Yangtze River Delta from 1980 to 2015. Ecosystem Health and Sustainability, 4(4), 95–114. [BibTeX]
  2. Zhang, W., Fang, C., Zhou, L., & Zhu, J. (2020). Measuring megaregional structure in the Pearl River Delta by mobile phone signaling data: A complex network approach. Cities, 104, 102809. [BibTeX]
  3. Zhou, L., Zhang, W., Fang, C., Sun, H., & Lin, J. (2020). Actors and network in the marketization of rural collectively-owned commercial construction land (RCOCCL) in China: A pilot case of Langfa, Beijing. Land Use Policy, 99, 104990. [BibTeX]
  4. Cavallaro, G., Heras, D. B., Lunga, D., Werner, M., & Züfle, A. (2021). Proceedings of the 1st ACM SIGSPATIAL International Workshop on Searching and Mining Large Collections of Geospatial Data. ACM. [BibTeX]
  5. Machine Learning Application Benchmark for In-Orbit On-Board Data Processing. (2021). European Workshop on On-Board Data Processing. [PDF] [BibTeX]
  6. Laass, M. (2021). Point in Polygon Tests Using Hardware Accelerated Ray Tracing. 6th ACM SIGSPATIAL Student Research Competition (SIGSPATIAL ’21). [PDF] [BibTeX]
  7. Alam, S., Ahmed, M., Dax, G., & Werner, M. (2021). Change detection of Lake Starnberg, Germany using NDVI and Sentinel 2. Symposium Für Angewandte Geoinformatik (AGIT’2021). [BibTeX]
  8. Götzer, S., Laass, M., Dax, G., & Werner, M. (2021). ObservaToriUM: A Simple Scalable Earth Observation Processing Engine. Symposium Für Angewandte Geoinformatik (AGIT’2021). [BibTeX]
  9. Werner, M. (2021). Spatially Supervised Text Mining for Social Media Cleaning and Preprocessing. Accepted for the 12th International Symposium on Digital Earth (ISDE12). [BibTeX]
  10. Dax, G., & Werner, M. (2021). Information-optimal Abstaining for Reliable Classification of Building Functions. Proceedings of the 24th AGILE Conference on Geographic Information Science (AGILE’2021). [Online] [BibTeX]
  11. Zeya, S. M., Theofanidis, A., Dax, G., & Werner, M. (2021). Forest and Vegetation Monitoring using Sentinel-2 Imagery in the Northern Part of Democratic Republic of Congo. Proceedings of the 24th AGILE Conference on Geographic Information Science (AGILE’2021). [BibTeX]
  12. Dax, G., & Werner, M. (2021). Trajectory Similarity using Compression. Accepted for the 22nd IEEE International Conference on Mobile Data Management (MDM’2021). [PDF] [BibTeX]
  13. Laass, M., Kiermeier, M., & Werner, M. (2021). Improving persistence based trajectory simplification. Accepted for the 22nd IEEE International Conference on Mobile Data Management (MDM’2021). [PDF] [BibTeX]
  14. Raoofy, A., Dax, G., Ghiglione, M., Langer, M., Trinitis, C., Werner, M., & Schulz, M. (2021). Benchmarking Machine Learning Inference in FPGA-based Accelerated Space Applications. Proceedings of the Workshop on Benchmarking Machine Learning Workloads Co-Located with IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS). [BibTeX]
  15. Dax, G., Laass, M., & Werner, M. (2021). Genetic Algorithm for Improved Transfer Learning Through Bagging Color-Adjusted Models. Accepted for International Geoscience and Remote Sensing Symposium (IGARSS’21). [PDF] [BibTeX]
  16. Werner, M. (2021). GloBiMapsAI – An AI-Enhanced Probabilistic Data Structure for Global Raster Datasets. ACM Transactions on Spatial Algorithms and Systems. In Print. [BibTeX]
  17. Züfle, A., & Werner, M. (2020). Introduction to this special issue: SIGSPATIAL 2020 event reports. ACM SIGSPATIAL Special, 12(3), 1–2. https://doi.org/10.1145/3447994.3447995 [BibTeX]
  18. Werner, M., Dax, G., & Laass, M. (2020). Computational Challenges for Artificial Intelligence and Machine Learning in Environmental Research. In R. H. Reussner, A. Koziolek, & R. Heinrich (Eds.), 50. Jahrestagung der Gesellschaft für Informatik, INFORMATIK 2020 - Back to the Future, Karlsruhe, Germany, 28. September - 2. Oktober 2020: Vol. P-307 (pp. 1009–1017). GI. https://doi.org/10.18420/inf2020_95 [BibTeX]
  19. Salcedo-Sanz, S., Ghamisi, P., Piles, M., Werner, M., Cuadra, L., Moreno-Martı́nez A, Izquierdo-Verdiguier, E., Muñoz-Marı́ J, Mosavi, A., & Camps-Valls, G. (2020). Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources. Information Fusion, 63, 256–272. [BibTeX]
  20. Artem Leichter, M. S., Martin Werner. (2020). Feature-Extraction from All-Scale Neighborhoods With Applications To Semantic Segmentation of Point Clouds. XXIV ISPRS Congress - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. [PDF] [BibTeX]
  21. Werner, M. (2019). Quantum spatial computing. SIGSPATIAL Special, 11(2), 26–33. [BibTeX]
  22. Werner, M. (2019). Parallel Processing Strategies for Big Geospatial Data. Frontiers in Big Data, 2, 44. https://doi.org/10.3389/fdata.2019.00044 [BibTeX]
  23. Leichter, A., & Werner, M. (2019). Estimating Road Segments Using Natural Point Correspondences of GPS Trajectories. Special Issue Averaging GPS Segments, Applied Sciences, 9(20). [BibTeX]
  24. Werner, M. (2019). GIS++: Modern C++ for Efficient and Parallel In-Memory Spatial Computing. 1st ACM SIGSPATIAL International Workshop on Geospatial Data Access and Processing APIs (SpatialAPI’19). [BibTeX]
  25. Werner, M. (2019). GloBiMaps - A Probabilistic Data Structure for In-Memory Processing of Global Raster Datasets. 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (SIGSPATIAL ’19). [BibTeX]
  26. Häberle, M., Werner, M., & Zhu, X. (2019). Building Type Classification From Social Media Texts via Geo-Spatial Text Mining. International Geoscience and Remote Sensing Symposium (IGARSS’19). [BibTeX]
  27. Hoffmann, E. J., Wang, Y., Werner, M., Kang, J., & Zhu, X. X. (2019). Model Fusion for Building Type Classification from Aerial and Street View Images. Remote Sensing, 11(11), 1259. [BibTeX]
  28. Hoffmann, E. J., Werner, M., & Zhu, X. (2019). Building Instance Classification using Social Media Images. Joint Urban Remote Sensing Event (JURSE), 1–4. [BibTeX]
  29. Hoffmann, E. J., Werner, M., & Zhu, X. (2019). Mutual Information Analysis of Social Media Images and Building Functions. International Geoscience and Remote Sensing Symposium (IGARSS’19). [BibTeX]
  30. Hoffmann, E. J., Werner, M., & Zhu, X. (2019). Quality Assessment of Semantic Tags in OpenStreetMap. 11th International Symposium on Digital Earth (ISDE’11). [BibTeX]
  31. Häberle, M., Werner, M., & Zhu, X. (2019). Geo-Spatial Text-Mining from Twitter—A Feature Space Analysis with a view towards Building Classification in Urban Regions. European Journal of Remote Sensing, 52(sup2), 2–11. https://doi.org/10.1080/22797254.2019.1586451 [BibTeX]
  32. Werner, M. (2018). Spatial Data Locality in Scalable and Fault-tolerant Distributed Spatial Computing Systems. 7th ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data (BigSpatial 2018). [BibTeX]
  33. Kjærgaard, M. B., Werner, M., Sangogboye, F. C., & Arendt, K. (2018). DCount-A Probabilistic Algorithm for Accurately Disaggregating Building Occupant Counts into Room Counts. International Conference on Mobile Data Management. [BibTeX]
  34. Werner, M. (2018). Topology Extraction from Occupancy Grids. LBS 2018: 14th International Conference on Location Based Services, 133–149. [BibTeX]
  35. Leichter, A., Wittich, D., Rottensteiner, F., Werner, M., & Sester, M. (2018). IMPROVED CLASSIFICATION OF SATELLITE IMAGERY USING SPATIAL FEATURE MAPS EXTRACTED FROM SOCIAL MEDIA. ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLII-4, 335–342. https://doi.org/10.5194/isprs-archives-XLII-4-335-2018 [BibTeX]
  36. Werner, M., & Oliver, D. (2018). ACM SIGSPATIAL GIS Cup 2017 - Range Queries Under Fréchet Distance. ACM SIGSPATIAL Newsletter, To Appear. [BibTeX]
  37. Kiermeier, M., & Werner, M. (2017). Similarity Search for Spatial Trajectories Using Online Lower Bounding DTW and Presorting Strategies. 24th International Symposium on Temporal Representation and Reasoning. [Online] [BibTeX]
  38. Werner, M., & Feld, S. (2017). Successful Data Science Is a Communication Challenge. In DIGITAL MARKETPLACES UNLEASHED. [Online] [BibTeX]
  39. Linnhoff-Popien, C., Feld, S., Werner, M., & Schönfeld, M. (2017). Innovationszentrum Mobiles Internet des ZD.B - Methoden der Digitalisierung in der Arbeitswelt. In 50 Jahre Universitäts-Informatik in München. [Online] [BibTeX]
  40. Kiermeier, M., Werner, M., Linnhoff-Popien, C., Sauer, H., & Wieghardt, J. (2017). Anomaly detection in self-organizing industrial systems using pathlets. Proceedings of the 18th Annual International Conference on Industrial Technology (ICIT), 1226–1231. [Online] [BibTeX]
  41. Kiermeier, M., Werner, M., Sauer, H., & Wieghardt, J. (2017). Building Scalable Models for Anomaly Detection in Self-Organizing Industrial Systems. Proceedings of the 15th IEEE International Conference on Industrial Informatics. [Online] [BibTeX]
  42. Werner, M., & Kiermeier, M. (2016). A Low-Dimensional Feature Vector Representation for Alignment-Free Spatial Trajectory Analysis. Proceedings of the 5th ACM SIGSPATIAL International Workshop on Mobile Geographic Information Systems (MobiGIS’16). [BibTeX]
  43. Werner, M., Hahn, C., & Schauer, L. (2016). DeepMoVIPS: Visual Indoor Positioning Using Transfer Learning. Proceedings of the 7th International Conference on Indoor Positioning and Indoor Navigation (IPIN). [Online] [BibTeX]
  44. Hoffmann, E.-J., Werner, M., & Schauer, L. (2016). Indoor Navigation Using Virtual Anchor Points. Proceedings of the European Navigation Conference (ENC). [BibTeX]
  45. Feld, S., Werner, M., & Linnhoff-Popien, C. (2016). Criteria for Selecting Small Sets of Alternative Routes in Free Space Scenarios. Proceedings of the 13th International Conference on Location-Based Services (LBS 2016). [BibTeX]
  46. Feld, S., Werner, M., & Linnhoff-Popien, C. (2016). Approximated Environment Features With Application to Trajectory Annotation. Proceedings of the 6th IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2016). [Online] [BibTeX]
  47. Feld, S., Schönfeld, M., & Werner, M. (2016). Traversing Bitcoin’s P2P Network: Insights into the Structure of a Decentralized Currency. International Journal of Computational Science and Engineering, Special Issue on Security and Trust Issues in Peer-to-Peer Networks, 13(2), 122–131. [Online] [BibTeX]
  48. Werner, M. (2015). GISCUP 2015: Notes on Routing with Polygonal Constraints. SIGSPATIAL GIS CUP 15, in Conjunction with 23rd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL 2015). [BibTeX]
  49. Werner, M. (2015). BACR: Set Similarities with Lower Bounds and Application to Spatial Trajectories. 23rd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL 2015). [BibTeX]
  50. Werner, M., & Schönfeld, M. (2015). The Gaussian Bloom Filter. In Proceedings of the 20th International Conference on Database Systems for Advanced Applications (DASFAA’15), Part I, LNCS 9049 (pp. 191–206). [BibTeX]
  51. Feld, S., Werner, M., Schönfeld, M., & Hasler, S. (2015). Archetypes of Alternative Routes in Buildings. Proceedings of the 6th International Conference on Indoor Positioning and Indoor Navigation (IPIN). [BibTeX]
  52. Ebert, A., Marouane, C., Rott, B., & Werner, M. (2015). KeyPocket - Imroving Security and Usability for Provider-Independent Login Architectures with Mobile Devices. 11th EAI International Conference on Security and Privacy in Communication Networks (SECURECOMM). [BibTeX]
  53. Ebert, A., Feld, S., & Werner, M. (2015). Nuanced Collision Detection for Parked Vehicles. To Appear, Proceedings of the 12. GI/ITG KuVS Fachgespräch Ortsbezogene Anwendungen Und Dienste. [BibTeX]
  54. Schauer, L., & Werner, M. (2015). Clustering of Inertial Indoor Positioning Data. 1st KuVS Expert Talk on Localization. [BibTeX]
  55. Schönfeld, M., Werner, M., Linnhoff-Popien, C., & Erk, A. (2015). Towards a Privacy-Preserving Hybrid Radio Network: Design and Open Challenges. Proceedings of the 15th International Conference on Innovations for Community Services (I4CS). [BibTeX]
  56. Schauer, L., & Werner, M. (2015). Kundenmonitoring im stationären Handel. In Marktplätze im Umbruch - Digitale Strategien für Services im Mobilen Internet (pp. 73–82). Springer-Verlag Berlin Heidelberg. [BibTeX]
  57. Werner, M., Dorfmeister, F., & Schönfeld, M. (2015). AMBIENCE: A Context-Centric Online Social Network. 12th IEEE Workshop on Positioning, Navigation and Communications (WPNC ’15). [BibTeX]
  58. Schauer, L., & Werner, M. (2015). Analyzing Pedestrian Flows Based on Wi-Fi and Bluetooth Captures. EAI Endorsed Transactions on Ubiquitous Environments, 15(4). [BibTeX]
  59. Werner, M. (2014). Indoor Location-Based Services: Prerequisites and Foundations. Springer. [BibTeX]
  60. Werner, M., & Feld, S. (2014). Homotopy and Alternative Routes in Indoor Navigation Scenarios. Proceedings of the 5th International Conference on Indoor Positioning and Indoor Navigation (IPIN 2014). [BibTeX]
  61. Werner, M., Schauer, L., & Scharf, A. (2014). Reliable Trajectory Classification Using Wi-Fi Signal Strength in Indoor Scenarios. Proceedings of the IEEE/ION Position Location and Navigation Symposium (PLANS 2014). [BibTeX]
  62. Kessel, M., Werner, M., Gschwandtner, F., & Linnhoff-Popien, C. (2014). Tracking and Navigation for Goods and People. In Encyclopedia of Automotive Engineering. John Wiley & Sons. [BibTeX]
  63. Feld, S., & Werner, M. (2014). Compression of GPS Tracks Using Map Information. Proceedings of the 11. GI/ITG KuVS Fachgespräch Ortsbezogene Anwendungen Und Dienste. [BibTeX]
  64. Beck, M. T., Werner, M., Feld, S., & Schimper, T. (2014). Mobile Edge Computing: A Taxonomy. Proceedings of the Sixth International Conference on Advances in Future Internet (AFIN 2014). [BibTeX]
  65. Marouane, C., Maier, M., Feld, S., & Werner, M. (2014). Visual Positioning Systems – An Extension to MoVIPS. Proceedings of the 5th International Conference on Indoor Positioning and Indoor Navigation (IPIN 2014). [BibTeX]
  66. Schauer, L., Werner, M., & Marcus, P. (2014). Estimating Crowd Densities and Pedestrian Flows Using Wi-Fi and Bluetooth. Proceedings of the 11th International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services (MOBIQUITOUS’14). [BibTeX]
  67. Schönfeld, M., & Werner, M. (2014). Distributed Privacy-Preserving Mean Estimation. Proceedings of the 2nd International Conference on Privacy and Security in Mobile Systems (PRISMS 2014). [BibTeX]
  68. Feld, S., Schönfeld, M., & Werner, M. (2014). Analyzing the Deployment of Bitcoin’s P2P Network under an AS-level Perspective. Proceedings of the 5th International Conference on Ambient Systems, Networks and Technologies (ANT-2014) and the 4th International Conference on Sustainable Energy Information Technology (SEIT-2014), 1121–1126. [BibTeX]
  69. Schönfeld, M., & Werner, M. (2013). Node Wake-Up via OVSF-Coded Bloom Filters in Wireless Sensor Networks. Proceedings of the 5th International Conference on Ad Hoc Networks (ADHOCNETS 2013). [BibTeX]
  70. Feld, S., & Werner, M. (2013). Efficient Path Planning Involving Equivalent Places. Proceedings of the 10. GI/ITG KuVS Fachgespräch Ortsbezogene Anwendungen Und Dienste, 13–23. [BibTeX]
  71. Marcus, P., Kessel, M., & Werner, M. (2013). Dynamic Nearest Neighbors and Online Error Estimation for SMARTPOS. International Journal On Advances in Internet Technology, 6(1 and 2). [BibTeX]
  72. Werner, M., & Schönfeld, M. (2013). DualCodes: Backward-Compatible Multi-Layer 2D-Barcodes. Proceedings of the 9th International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services, LNICST 120, 25–36. [BibTeX]
  73. Werner, M. (2012). Ubiquitous Navigation: Skalierbare ortsbezogene Dienste in Gebäuden. Dissertation, Logos Verlag Berlin. [BibTeX]
  74. Preis, J., Kessel, M., Werner, M., & Linnhoff-Popien, C. (2012). Gait Recognition with Kinect. Proceedings of the First Workshop on Kinect in Pervasive Computing. [BibTeX]
  75. Schönfeld, M., Werner, M., & Dorfmeister, F. (2012). Location-based Access Control Providing One-Time Passwords Through 2D Barcodes. 9. GI/ITG KuVS Fachgespräch Ortsbezogene Anwendungen Und Dienste, 165–168. [BibTeX]
  76. Scheuermann, C., Werner, M., Kessel, M., Linnhoff-Popien, C., & Verclas, S. A. W. (2012). Evaluation of Barcode Decoding Performance using ZXING Library. Proceedings of the Second Workshop on Smart Mobile Applications (SmartApps’12). [BibTeX]
  77. Kessel, M., & Werner, M. (2012). Automated WLAN Calibration with a Backtracking Particle Filter. International Conference on Indoor Positioning and Indoor Navigation (IPIN’12). [BibTeX]
  78. Werner, M., Kessel, M., Gschwandtner, F., Dürr, M., Wiesner, K., & Mair, T. (2012). Technologische Herausforderungen für kontextsensitive Geschäftsanwendungen. In Smart Mobile Apps: Mit Business-Apps ins Zeitalter mobiler Geschäftsprozesse. Springer. [BibTeX]
  79. Kessel, M., Werner, M., & Linnhhoff, C. (2012). Compass and WLAN Integration for Indoor Tracking on Mobile Phones. Proceedings of the Sixth International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies (UBICOMM 2012). [BibTeX]
  80. Werner, M., & Kessel, M. (2012). A Bitmap-Centric Environmental Model for Mobile Navigation Inside Buildings. International Journal On Advances in Networks and Services, 5(1 and 2), 91–101. [BibTeX]
  81. Werner, M. (2011). Simulation WLAN-basierter Indoor-Positionierung unter Verwendung von CAD-Plänen. Tagungsband Des 8. GI/KuVS-Fachgespräches Ortsbezogene Anwendungen Und Dienste. [BibTeX]
  82. Heidrich, W., Schulze, M., Kessel, M., & Werner, M. (2011). Robustes Map-Matching hoch aufgelöster, fahrzeugbasierter GPS-Tracks. Tagungsband Des 8. GI/KuVS-Fachgespräches Ortsbezogene Anwendungen Und Dienste. [BibTeX]
  83. Werner, M., & Roth, J. (Eds.). (2011). Tagungsband des 8. GI/KuVS-Fachgespräches Ortsbezogene Anwendungen und Dienste. Logos Verlag Berlin. [Online] [BibTeX]
  84. Werner, M. (2011). Datenschutz in ortsbasierten Diensten. Digma: Zeitschrift Für Datenrecht Und Informationssicherheit, 11(2), 54–59. [BibTeX]
  85. Werner, M. (2011). Efficiently Using Bitmap Floorplans for Indoor Navigation on Mobile Phones. Proceedings of the Seventh International Conference on Wireless and Mobile Communications (ICWMC 2011), 225–230. [BibTeX]
  86. Werner, M. (2011). Selection and Ordering of Points-of-Interest in Large-Scale Indoor Navigation Systems. Proceedings of the 35th IEEE Annual Computer Software and Applications Conference (COMPSAC’11), 504–509. [BibTeX]
  87. Werner, M., Kessel, M., & Marouane, C. (2011). Indoor positioning using smartphone camera. International Conference on Indoor Positioning and Indoor Navigation (IPIN’11). [BibTeX]
  88. Kessel, M., & Werner, M. (2011). SMARTPOS: Accurate and Precise Indoor Positioning on Mobile Phones. The First International Conference on Mobile Services, Resources, and Users (MOBILITY’11), 158–163. [BibTeX]
  89. Duchon, M., Andreas, P., & Werner, M. (2011). Mobile Anwendung zur Routenplanung mit öffentlichen Verkehrsmitteln basierend auf OpenStreetMap-Daten. Tagungsband Der Anwenderkonferenz Für Freie Und Open Source Software Für Geoinformationssysteme (FOSSGIS’11). [BibTeX]
  90. Werner, M. (2016). Privacy-Protected Communication for Location-based Services. Security and Communication Networks. [BibTeX]
  91. Werner, M. (2010). A Privacy-Enabled Architecture for Location-Based Services. In Security and Privacy in Mobile Information and Communication Systems (Vol. 47, pp. 80–90). Springer Berlin Heidelberg. [BibTeX]
  92. Werner, M., Verclas, S. A. W., & Linnhoff-Popien, C. (2010). A Workflow Definition Language for Business Integration of Mobile Devices. In Mobile Wireless Middleware, Operating Systems, and Applications (Vol. 48, pp. 353–362). Springer Berlin Heidelberg. [BibTeX]
  93. Werner, M., & Kessel, M. (2010). Organisation of Indoor Navigation data from a data query perspective. Ubiquitous Positioning Indoor Navigation and Location Based Service (UPINLBS), 2010, 1–6. [BibTeX]
  94. Dürr, M., Werner, M., & Maier, M. (2010). Re-Socializing Online Social Networks. IEEE/ACM Internationall Conference on Cyber, Physical and Social Computing (CPSCom), 786–791. [BibTeX]

Kontakt

Professur für
Big Geospatial Data Management

Lise-Meitner-Str. 9
85521 Ottobrunn
martin.werner@tum.de

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