Contact details
About
Overview
Natalia Andrienko has been working at GMD, now Fraunhofer IAIS, since 1997. Since 2007, she is a lead scientist responsible for the visual analytics research. Since 2013, she is professor at City University London. She co-authored two monographs, ‘Exploratory Analysis of Spatial and Temporal Data’ (Springer, 2006) and “Visual Analytics of Movement” (Springer, 2013).
Natalia Andrienko received best paper awards at the AGILE 2006 and IEEE VAST 2011 and 2012 conferences, best poster awards at AGILE 2007 and ACM GIS 2011, and VAST challenge award 2008.
Publications
Featured publications
- Andrienko, G., Andrienko, N., Anzer, G., Bauer, P., Budziak, G., Fuchs, G.... Wrobel, S. (2021). Constructing Spaces and Times for Tactical Analysis in Football. IEEE Transactions on Visualization and Computer Graphics, 27(4), pp. 2280-2297. doi:10.1109/tvcg.2019.2952129
Publications by category
Books (2)
- Andrienko, G., Andrienko, N., Bak, P., Keim, D. and Wrobel, S. (2013). Visual Analytics of Movement. Springer. ISBN 9783642375828.
- Andrienko, N. and Andrienko, G. (2006). Exploratory Analysis of Spatial and Temporal Data. Springer Verlag. ISBN 9783540259947.
Chapters (23)
- Kathirgamanathan, B., Cappuccio, E., Rinzivillo, S., Andrienko, G. and Andrienko, N. (2026). Developing Human-Centric Machine Learning Models for Temporal Data. Communications in Computer and Information Science (pp. 174-188). Springer Nature Switzerland. ISBN 9783032253040.
- Cappuccio, E., Kathirgamanathan, B., Rinzivillo, S., Andrienko, G. and Andrienko, N. (2026). Generating Explanatory Rules for Temporal Data Using Prior Knowledge. Communications in Computer and Information Science (pp. 428-443). Springer Nature Switzerland. ISBN 9783032253071.
- Landi, C., Andrienko, N. and Andrienko, G. (2026). Rotation- and Scale-Invariant Shape Extraction from Vessel Trajectories for Human-in-The-Loop Monitoring: A Case Study at the Ports of Brittany. Communications in Computer and Information Science (pp. 621-631). Springer Nature Switzerland. ISBN 9783032191045.
- Andrienko, N., Andrienko, G., Artikis, A., Mantenoglou, P. and Rinzivillo, S. (2025). Towards a Hybrid Human-Machine Discovery of Complex Movement Patterns. Communications in Computer and Information Science (pp. 231-238). Springer Nature Switzerland. ISBN 9783031746260.
- Burghardt, D., Dunkel, A., Hauthal, E., Shirato, G., Andrienko, N., Andrienko, G.... Purves, R. (2023). Extraction and visually driven analysis of VGI for understanding people's behavior in relation to multifaceted context. Volunteered Geographic Information Interpretation Visualization and Social Context (pp. 241-264).
- Andrienko, G., Andrienko, N., Patterson, F., Chen, S., Weibel, R., Huang, H.... Kureshi, I. (2021). Visual Analytics for Characterizing Mobility Aspects of Urban Context. The Urban Book Series (pp. 727-755). Springer Singapore. ISBN 9789811589829.
- Andrienko, N. and Andrienko, G. (2021). Visual Analytics of Vessel Movement. Guide to Maritime Informatics (pp. 149-170). Springer International Publishing. ISBN 9783030618513.
- Andrienko, G., Andrienko, N., Fuchs, G., Rüping, S., Cordero, J.M., Scarlatti, D.... Marcos, R. (2020). Visual Analytics in the Aviation and Maritime Domains. Big Data Analytics for Time-Critical Mobility Forecasting (pp. 59-84). Springer International Publishing. ISBN 9783030451639.
- Andrienko, N. and Andrienko, G. (2013). Visual Analytics of Movement: A Rich Palette of Techniques to Enable Understanding. Mobility Data (pp. 149-173). Cambridge University Press. ISBN 9781107021716.
- Hurter, C., Andrienko, G., Andrienko, N., Güting, R.H. and Sakr, M. (2013). Air Traffic Analysis. Mobility Data (pp. 240-258). Cambridge University Press. ISBN 9781107021716.
- Raffaetà, A., Leonardi, L., Marketos, G., Andrienko, G., Andrienko, N., Frentzos, E.... Silvestri, C. (2013). Visual Mobility Analysis using T-Warehouse. Developments in Data Extraction, Management, and Analysis (pp. 1-22). IGI Global. ISBN 9781466621480.
- Raffaetà, A., Leonard, L., Marketos, G., Andrienko, G., Andrienko, N., Silvestri, C.... Roncato, A. (2012). Visual Mobility Analysis Using T-Warehouse. Developments in Data Extraction Management and Analysis (pp. 1-22).
- Purchase, H.C., Andrienko, N., Jankun-Kelly, T.J. and Ward, M. (2008). Theoretical foundations of information visualization. (pp. 46-64).
- Prins, C.F.L. (2007). A European Forest Information System - The Way Forward. TOWARDS A EUROPEAN FOREST INFORMATION SYSTEM (pp. 95-104).
- Prins, C.F.L. (2007). Towards a European Forest Information System European Forest Institute Research Report 20 Introduction. TOWARDS A EUROPEAN FOREST INFORMATION SYSTEM (pp. 1-+). ISBN 9789004161504.
- Prins, C.F.L. (2007). Development of a Metadata Schema. TOWARDS A EUROPEAN FOREST INFORMATION SYSTEM (pp. 31-62).
- Prins, C.F.L. (2007). The Advanced Information System Demonstrator. TOWARDS A EUROPEAN FOREST INFORMATION SYSTEM (pp. 63-94).
- Prins, C.F.L. (2007). The Overall Architecture of a Forest Information System. TOWARDS A EUROPEAN FOREST INFORMATION SYSTEM (pp. 13-29).
- Prins, C.F.L. (2007). Towards a European Forest Information System European Forest Institute Research Report 20 Foreword. TOWARDS A EUROPEAN FOREST INFORMATION SYSTEM (pp. III-IV).
- Andrienko, G.L. and Andrienko, N.V. (2006). Interactive maps for visual data exploration. Classics from Ijgis Twenty Years of the International Journal of Geographical Information Science and Systems (pp. 453-474).
- Andrienko, G.L. and Andrienko, N.V. (2006). Visual data exploration: Tools, principles, and problems. Classics from Ijgis Twenty Years of the International Journal of Geographical Information Science and Systems (pp. 475-479).
- Andrienko, G., Andrienko, N., Dykes, J., Mountain, D., Noy, P., Gahegan, M.... Theus, M. (2005). Creating Instruments for Ideation: Software Approaches to Geovisualization. (pp. 101-125).
- Andrienko, N., Andrienko, G. and Gatalsky, P. (2005). Impact of Data and Task Characteristics on Design of Spatio-Temporal Data Visualization Tools. (pp. 201-222).
Conference papers and proceedings (93)
- Andrienko, N., Andrienko, G., Beerepoot, I., Cibulski, L., Di Ciccio, C., Meroni, G.... von Landesberger, T. Seeing and Understanding Process Ecosystems: A Case Study on Conference Submission Handling. .doi:10.2312/eurova.20261000
- Kathirgamanathan, B., Andrienko, G. and Andrienko, N. Going Beyond Model-Centric XAI towards Human-Centric Explanations. .doi:10.2312/eurova.20261012
- Kathirgamanathan, B., Andrienko, G. and Andrienko, N. Rule vs. SHAP: Complementary Tools for Understanding and Verifying ML Models. .doi:10.1007/978-3-032-19105-2_39
- Landi, C., Andrienko, N. and Andrienko, G. Rotation- and Scale-Invariant Shape Extraction from Vessel Trajectories for Human-In-The-Loop Monitoring. SIGSPATIAL '25: 33rd ACM International Conference on Advances in Geographic Information Systems.doi:10.1145/3748636.3762805
- Jianu, R., Hutchinson, M., Andrienko, N., Andrienko, G., Elshehaly, M. and Slingsby, A. (2025). Mind-Mapping Data Analysis with LLMs: From Vision to First Steps. Computer Graphics and Visual Computing 11-12 September, Liverpool, UK.doi:10.2312/cgvc.20251221
- Moussavi, L., Andrienko, G., Andrienko, N. and Slingsby, A. (2024). Interplay of Visual Analytics and Topic Modeling in Gameplay Analysis. Computer Graphics & Visual Computing (CGVC) 12-13 October, London, United Kingdom.doi:10.2312/cgvc.20241213
- Andrienko, N. and Andrienko, G. (2024). Exploring Relationships between Events in Context. EuroVis Workshop on Visual Analytics (2024) 27 May, Odense, Denmark.doi:10.2312/eurova.20241114
- Andrienko, G., Andrienko, N. and Hecker, D. (2023). Extracting Movement-based Topics for Analysis of Space Use. EuroVA 2023 12 June-, Leipzig, Germany.doi:10.2312/eurova.20231091
- Andrienko, G., Andrienko, N., Drucker, S., Fekete, J.D., Fisher, D., Idreos, S.... Sharaf, M.A. Big data visualization and analytics: Future research challenges and emerging applications. .
- Chen, S., Andrienko, G., Andrienko, N., Doulkeridis, C. and Koumparos, A. (2019). Contextualized Analysis of Movement Events. EuroVA 2019 – International EuroVis Workshop on Visual Analytics 3 June-, Porto, Portugal.doi:10.2312/eurova.20191124
- Andrienko, N. and Andrienko, G. A concept of an intelligent decision support for crisis management in the oasis project. .doi:10.1007/3-540-27468-5_48
- Buchmüller, J., Cakmak, E., Andrienko, N., Andrienko, G., Jolles, J.W. and Keim, D.A. Moving Together: Towards a Formalization of Collective Movement. .doi:10.2312/eurova.20191122
- Andrienko, G., Andrienko, N., Fuchs, G., Scarlatti, D., Cordero Garcia, J.M., Vouros, G.A.... Marcos, R. (2018). Visual analytics of flight trajectories for uncovering decision making strategies. Eighth SESAR Innovation Days 3-7 December, Salzburg, Austria.
- Chen, S., Chen, S., Andrienko, N., Andrienko, G., Nguyen, P.H., Turkay, C.... Yuan, X. (2018). User Behavior Map: Visual Exploration for Cyber Security Session Data. 2018 IEEE Symposium on Visualization for Cyber Security (VizSec) 22 October.doi:10.1109/vizsec.2018.8709223
- Andrienko, G. and Andrienko, N. Creating maps of artificial spaces to explore trajectories. AVI '18: 2018 International Conference on Advanced Visual Interfaces.doi:10.1145/3206505.3206557
- Andrienko, G., Andrienko, N., Budziak, G., von Landesberger, T. and Weber, H. Exploring pressure in football. AVI '18: 2018 International Conference on Advanced Visual Interfaces.doi:10.1145/3206505.3206558
- Tampakis, P., Pelekis, N., Andrienko, N., Andrienko, G., Fuchs, G. and Theodoridis, Y. (2018). Time-Aware Sub-Trajectory Clustering in Hermes@PostgreSQL. 2018 IEEE 34th International Conference on Data Engineering (ICDE) 16-19 April.doi:10.1109/icde.2018.00181
- Vouros, G., Doulkeridis, C., Santipantakis, G., Vlachou, A., Pelekis, N., Georgiou, H.... Cordero, J.M. Big data analytics for time critical maritime and aerial mobility forecasting. .doi:10.5441/002/edbt.2018.71
- Li, J., Chen, S., Andrienko, G. and Andrienko, N. Visual Exploration of Spatial and Temporal Variations of Tweet Topic Popularity. .doi:10.2312/eurova.20181105
- Vouros, G.A., Vlachou, A., Santipantakis, G., Doulkeridis, C., Pelekis, N., Georgiou, H.... Jousselme, A.-.L. Increasing Maritime Situation Awareness via Trajectory Detection, Enrichment and Recognition of Events. .doi:10.1007/978-3-319-90053-7_13
- Santipantakis, G.M., Vouros, G.A., Doulkeridis, C., Vlachou, A., Andrienko, G., Andrienko, N.... Martinez, M.G. Specification of Semantic Trajectories Supporting Data Transformations for Analytics. Semantics2017: Semantics 2017 - 13th International Conference on Semantic Systems.doi:10.1145/3132218.3132225
- Nguyen, P., Turkay, C., Andrienko, G., Andrienko, N. and Thonnard, O. (2017). A Visual Analytics Approach for User Behaviour Understanding through Action Sequence Analysis. EuroVis Workshop on Visual Analytics 12-13 June, Barcelona, Spain.
- MacFarlane, A., Buchanan, G., Al-Wabil, A., Andrienko, G. and Andrienko, N. Visual Analysis of Dyslexia on Search. CHIIR '17: Conference on Human Information Interaction and Retrieval.doi:10.1145/3020165.3022134
- Fernández, E.C., Cordero, J.M., Vouros, G., Pelekis, N., Kravaris, T., Georgiou, H.... Ayhan, S. DART: A machine-learning approach to trajectory prediction and demand-capacity balancing. .
- Kurzhals, K., Burch, M., Blascheck, T., Andrienko, G., Andrienko, N. and Weiskopf, D. A Task-Based View on the Visual Analysis of Eye-Tracking Data. .doi:10.1007/978-3-319-47024-5_1
- Marcos, R., Toribio, D., Herranz, R., Garrigó, L., Alsina, N., Adrienko, N.... Blondiau, T. Visual analytics and machine learning for air traffic management performance modelling: Preliminary findings of the INTUIT project and prospects for future research. .
- Andrienko, N., Andrienko, G., Fuchs, G., Rinzivillo, S. and Betz, H.-.D. (2015). Detection, tracking, and visualization of spatial event clusters for real time monitoring. 2015 IEEE International Conference on Data Science and Advanced Analytics (DSAA) 19-21 October.doi:10.1109/dsaa.2015.7344880
- Andrienko, G., Andrienko, N. and Fuchs, G. Multi-perspective Analysis of Mobile Phone Call Data Records: A Visual Analytics Approach. .doi:10.1007/978-3-319-17551-5_2
- Andrienko, G., Andrienko, N., Fuchs, G., Olteanu Raimond, A.M., Symanzik, J. and Ziemlicki, C. (2013). Extracting Semantics of Individual Places from Movement Data by Analyzing Temporal Patterns of Visits. 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL GIS 2013) 5-8 November, Orlando, FL, US.
- Fuchs, G., Andrienko, N., Andrienko, G., Bothe, S. and Stange, H. (2013). Tracing the German Centennial Flood in the Stream of Tweets: First Lessons Learned. 2nd ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information (GEOCROWD) 2013 5 November, Orlando, FL, US.
- Andrienko, N. and Andrienko, G. (2013). Exploring Traffic in Brest Harbor by Trajectory Aggregation. COST MOVE Workshop on Moving Objects at Sea 27-28 June, Brest, France.
- Andrienko, G. and Andrienko, N. (2013). Exploring Trajectory Attributes in Brest Harbor. COST MOVE Workshop on Moving Objects at Sea 27-28 June, Brest, France.
- Andrienko, N., Andrienko, G. and Fuchs, G. (2013). Towards Privacy-Preserving Semantic Mobility Analysis. EuroVis 2013 17-21 June, Leipzig, Germany.
- Fuchs, G., Andrienko, G., Andrienko, N. and Jankowski, P. (2013). Extracting Personal Behavioral Patterns from Geo-Referenced Tweets. 16th AGILE Conference on Geographic Information Science 14-17 May, Leuven, Belgium.
- Andrienko, G. and Andrienko, N. (2013). Spatio-temporal analysis of flows in CDC 2013 data. Understanding Urban Cycling: A Data Challenge 14 May, Leuven, Belgium.
- Monreale, A., Wang, W.H., Pratesi, F., Rinzivillo, S., Pedreschi, D., Andrienko, G.... Andrienko, N. Privacy-Preserving Distributed Movement Data Aggregation. .doi:10.1007/978-3-319-00615-4_13
- Peca, I., Fuchs, G., Vrotsou, K., Andrienko, N. and Andrienko, G. Scalable Cluster Analysis of Spatial Events. .doi:10.2312/PE/EuroVAST/EuroVA12/019-023
- Von Landesberger, T., Bremm, S., Andrienko, N., Andrienko, G. and Tekušová, M. Visual analytics methods for categoric spatio-temporal data. .
- Vrotsou, K., Zhi, H., Peca, I., Andrienko, G. and Andrienko, N. Interactive exploration of events and presence of people in space and time through KD-photomap. .
- Andrienko, G. and Andrienko, N. Privacy Issues in Geospatial Visual Analytics. .doi:10.1007/978-3-642-24198-7_16
- Bremm, S., Von Landesberger, T., Andrienko, G., Andrienko, N. and Schreck, T. Interactive Analysis of Object Group Changes over Time. .doi:10.2312/PE/EuroVAST/EuroVA11/041-044
- Stange, H., Liebig, T., Hecker, D., Andrienko, G. and Andrienko, N. Analytical workflow of monitoring human mobility in big event settings using bluetooth. .
- Peca, I., Zhi, H., Vrotsou, K., Andrienko, N. and Andrienko, G. KD-photomap: Exploring photographs in space and time. .
- Andrienko, G., Andrienko, N., Hurter, C., Rinzivillo, S. and Wrobel, S. From movement tracks through events to places: Extracting and characterizing significant places from mobility data. .
- Jawad, A., Kersting, K. and Andrienko, N. Biological sequence analysis meets mobility mining. .
- Jawad, A., Kersting, K. and Andrienko, N. Where traffic meets DNA: Mobility mining using biological sequence analysis revisited. .
- Sakr, M., Andrienko, G., Behr, T., Andrienko, N., Güting, R.H. and Hurter, C. Exploring spatiotemporal patterns by integrating visual analytics with a moving objects database system. .
- Vrotsou, K., Andrienko, N., Andrienko, G. and Jankowski, P. Exploring city structure from georeferenced photos using graph centrality measures. .
- Andrienko, G. and Andrienko, N. Poster: Dynamic time transformation for interpreting clusters of trajectories with space-time cube. .
- Andrienko, G., Andrienko, N., Mladenov, M., Mock, M. and Pölitz, C. Discovering bits of place histories from people's activity traces. .
- Kisilevich, S., Krstajic, M., Keim, D., Andrienko, N. and Andrienko, G. Event-based analysis of people's activities and behavior using Flickr and Panoramio geotagged photo collections. .
- Andrienko, G., Andrienko, N., Mladenov, M., Mock, M. and Poelitz, C. Extracting events from spatial time series. .
- Andrienko, G., Andrienko, N., Bak, P., Kisilevich, S. and Keim, D. Analysis of community-contributed space- and time-referenced data (example of flickr and panoramio photos). .
- Andrienko, G., Andrienko, N., Giannotti, F., Monreale, A. and Pedreschi, D. Movement data anonymity through generalization. .
- Andrienko, G., Andrienko, N., Rinzivillo, S., Nanni, M., Pedreschi, D. and Giannotti, F. Interactive visual clustering of large collections of trajectories. .
- Andrienko, G., Andrienko, N., Bak, P., Kisilevich, S. and Keim, D. Demo paper: Analysis of community-contributed space-and time-referenced data (example of Panoramio photos). .
- Andrienko, G. and Andrienko, N. Visual analytics for geographic analysis, exemplified by different types of movement data. .
- Andrienko, G. and Andrienko, N. Interactive spatio-temporal cluster analysis of VAST challenge 2008 datasets. .
- Orellana, D., Wachowicz, M., Andrienko, N. and Andrienko, G. Uncovering interaction patterns in mobile outdoor gaming. .
- Andrienko, G. and Andrienko, N. Visual Analytics for Geographic Analysis, Exemplified by Different Types of Movement Data. .doi:10.1007/978-3-642-00304-2_1
- Andrienko, G., Andrienko, N., Rinzivillo, S., Nanni, M. and Pedreschi, D. A visual analytics toolkit for cluster-based classification of mobility data. .
- Andrienko, N. and Andrienko, G. Supporting visual exploration of massive movement data. .
- Andrienko, G., Andrienko, N. and Bartling, U. Interactive visual interfaces for evacuation planning. .
- Andrienko, G. and Andrienko, N. Spatio-temporal aggregation for visual analysis of movements. .
- Andrienko, N. and Andrienko, G. Evacuation trace mini challenge award: Tool integration analysis of movements with geospatial visual analytics toolkit. .
- Andrienko, G. and Andrienko, N. A visual analytics approach to exploration of large amounts of movement data. .
- Andrienko, G., Andrienko, N. and Bartling, U. Visual analytics approach to user-controlled evacuation scheduling. .
- Andrienko, G. and Andrienko, N. Coordinated multiple views: A critical view. .
- Andrienko, N. and Andrienko, G. Intelligent visualisation and information presentation for civil crisis management. .
- Andrienko, G. and Andrienko, N. Visual exploration of the spatial distribution of temporal behaviors. .
- Andrienko, G. and Andrienko, N. Parallel coordinates for exploring properties of subsets. .
- Andrienko, N. and Andrienko, G. Interactive visual tools to explore spatio-temporal variation. .
- Gatalsky, P., Andrienko, N. and Andrienko, G. Interactive analysis of event data using space-time cube. .
- Andrienko, G., Andrienko, N. and Gatalsky, P. Visual mining of spatial time series data. .
- Andrienko, N., Andrienko, G. and Gatalsky, P. (2003). Tools for visual comparison of spatial development scenarios. Proceedings Seventh International Conference on Information Visualization - IV 2003 - International Conference on Computer Visualization and Graphics Applications 18 July.doi:10.1109/iv.2003.1217985
- Andrienko, N. and Andrienko, G. (2003). Coordinated views for informed spatial decision making. Proceedings International Conference on Coordinated and Multiple Views in Exploratory Visualization - CMV 2003 - 15 July.doi:10.1109/cmv.2003.1215002
- Kennedy, P., Folving, S., Munro, A., Päivinen, R., Schuck, A., Richards, T.... Andrienko, G. European forest information system -: EFIS.: A step towards better access to forest information. .
- Andrienko, G.L. and Andrienko, N.V. Interactive visual tools for spatial multicriteria decision making. .
- Andrienko, G. and Andrienko, N. Intelligent support of visual data analysis in Descartes. .
- Andrienko, G. and Andrienko, N. Knowledge engineering for automated map design in DESCARTES. CIKM99: Conference on Information and Knowledge Management.doi:10.1145/320134.320152
- Andrienko, G.L. and Andrienko, N.V. (1999). Data mining with C4.5 and interactive cartographic visualization. Proceedings User Interfaces to Data Intensive Systems 6 September.doi:10.1109/uidis.1999.791473
- Andrienko, G. and Andrienko, N. Knowledge-Based Visualization to Support Spatial Data Mining. .doi:10.1007/3-540-48412-4_13
- Andrienko, G. and Andrienko, N. Data Characterization Schema for Intelligent Support in Visual Data Analysis. .doi:10.1007/3-540-48384-5_23
- Andrienko, G.L. and Andrienko, N.V. Intelligent visualization and dynamic manipulation: Two complementary instruments to support data exploration with GIS. .
- Andrienko, G.L. and Andrienko, N.V. IRIS: Intelligent visualization for data exploration support in GIS. .
- Andrienko, G.L. and Andrienko, N.V. (1997). Knowledge-based support for visual exploration of spatial data. CHI '97 extended abstracts 22-27 March.doi:10.1145/1120212.1120224
- Andrienko, G.L. and Andrienko, N.V. (1997). Research issues in intelligent data visualisation for exploration and communication. CHI '97 extended abstracts 22-27 March.doi:10.1145/1120212.1120242
- Andrienko, G.L. and Andrienko, N.V. AFORIZM approach: Creating situations to facilitate expertise transfer. .doi:10.1007/3-540-58487-0_13
- Andrienko, N., Andrienko, G. and Gatalsky, P. Visualization of spatio-temporal information in the Internet. 11th International Workshop on Database and Expert Systems Applications.doi:10.1109/dexa.2000.875083
- Andrienko, G.L. and Andrienko, N.V. Interactive visual tools to support spatial multicriteria decision making. Second International Workshop on User Interfaces to Data Intensive Systems. UIDIS 2001.doi:10.1109/uidis.2001.929933
- Ostermann, F.O., Huang, H., Andrienko, G., Andrienko, N., Capineri, C., Farkas, K.... Purves, R.S. EXTRACTING AND COMPARING PLACES USING GEO-SOCIAL MEDIA. .doi:10.5194/isprsannals-ii-3-w5-311-2015
- Andrienko, N. and Andrienko, G. A Framework for Using Coordinated Displays for the Analysis of Multidimensional, Spatial, and Temporal Data. .doi:10.1007/978-3-540-34238-0_16
- Kathirgamanathan, B., Andrienko, G. and Andrienko, N. Development of a Human Knowledge Integrated Workflow for Context-aware Machine Learning. 3rd TRR 318 Conference: Contextualizing Explanations.doi:10.64136/xtth9374
Journal articles (164)
- Andrienko, G., Andrienko, N., Akila, M., Kathirgamanathan, B. and Ponce-de-Leon, M. (2026). Detecting Stable Cross-Impact Patterns in Bivariate Time Series. IEEE Transactions on Visualization and Computer Graphics, 32(7), pp. 5996-6013. doi:10.1109/tvcg.2026.3676810
- Andrienko, N., Andrienko, G. and Kathirgamanathan, B. (2026). Interactive Visual Exploration of Rule-Based Model Logic. IEEE Transactions on Visualization and Computer Graphics, 32(7), pp. 6871-6888. doi:10.1109/tvcg.2026.3689736
- Kathirgamanathan, B., Janela, T., Xerxa, E., Andrienko, G., Bajorath, J. and Andrienko, N. (2026). From Prediction to Insight: Visual Analytics for Understanding Compound Potency Models. IEEE Computer Graphics and Applications, 46(3), pp. 133-140. doi:10.1109/mcg.2026.3675766
- Andrienko, N., Andrienko, G., Zissis, D., Troupiotis-Kapeliaris, A. and Spiliopoulos, G. (2026). Techniques for interactive visual examination of vessel performance. Big Data Research, 43, pp. 100575-100575. doi:10.1016/j.bdr.2025.100575
- Cappuccio, E., Kathirgamanathan, B., Rinzivillo, S., Andrienko, G. and Andrienko, N. (2025). Integrating human knowledge for explainable AI. Machine Learning, 114(11). doi:10.1007/s10994-025-06879-x
- Elshehaly, M., Jianu, R., Slingsby, A., Andrienko, G. and Andrienko, N. (2025). Designing for Collaboration: Visualization to Enable Human–LLM Analytical Partnership. IEEE Computer Graphics and Applications, 45(5), pp. 107-116. doi:10.1109/mcg.2025.3583451
- Javadiha, M., Andujar, C., Lacasa, E., Shirato, G., Andrienko, N. and Andrienko, G. (2025). Visualizing game dynamics at a specific time: Influence of the players’ poses for tactical analyses in padel. Visual Informatics, 9(3), pp. 100256-100256. doi:10.1016/j.visinf.2025.100256
- Adilova, L., Kamp, M., Andrienko, G. and Andrienko, N. (2025). Re-interpreting rules interpretability. International Journal of Data Science and Analytics, 20(1), pp. 25-45. doi:10.1007/s41060-023-00398-5
- Peng, L., Lin, Z., Andrienko, N., Andrienko, G. and Chen, S. (2025). Contextualized visual analytics for multivariate events. Visual Informatics, 9(2), pp. 100234-100234. doi:10.1016/j.visinf.2025.100234
- Moussavi, L., Andrienko, G., Andrienko, N. and Slingsby, A. (2025). Visually-supported topic modeling for understanding behavioral patterns from spatio–temporal events. Computers & Graphics, 129, pp. 104245-104245. doi:10.1016/j.cag.2025.104245
- Andrienko, N. and Andrienko, G. (2025). Geovisualization: past, present, and future. International Journal of Cartography, 11(2), pp. 224-234. doi:10.1080/23729333.2025.2475410
- Nanni, M., Pelekis, N., Tampakis, P., Zeitouni, K., Sakr, M., Renso, C.... Andrienko, N. (2025). Big Mobility Data Analytics (BMDA). Ceur Workshop Proceedings, 3946
- Andrienko, G., Andrienko, N. and Hecker, D. (2024). Topic modelling for spatial insights: Uncovering space use from movement data. Computers & Graphics, 122, pp. 103989-103989. doi:10.1016/j.cag.2024.103989
- Mokbel, M., Sakr, M., Xiong, L., Züfle, A., Almeida, J., Anderson, T.... Zimányi, E. (2024). Mobility Data Science: Perspectives and Challenges. ACM Transactions on Spatial Algorithms and Systems, 10(2), pp. 1-35. doi:10.1145/3652158
- Andrienko, N., Andrienko, G., Artikis, A., Mantenoglou, P. and Rinzivillo, S. (2024). Human-in-the-Loop: Visual Analytics for Building Models Recognizing Behavioral Patterns in Time Series. IEEE Computer Graphics and Applications, 44(3), pp. 14-29. doi:10.1109/mcg.2024.3379851
- Shirato, G., Andrienko, N. and Andrienko, G. (2023). Exploring and visualizing temporal relations in multivariate time series. Visual Informatics, 7(4), pp. 57-72. doi:10.1016/j.visinf.2023.09.001
- Conrow, L., Fu, C., Huang, H., Andrienko, N., Andrienko, G. and Weibel, R. (2023). A conceptual framework for developing dashboards for big mobility data. Cartography and Geographic Information Science, 50(5), pp. 495-514. doi:10.1080/15230406.2023.2190164
- Andrienko, N. and Andrienko, G. (2023). It's about Time: Analytical Time Periodization. Computer Graphics Forum, 42(6). doi:10.1111/cgf.14845
- Andrienko, N., Andrienko, G. and Shirato, G. (2023). Episodes and Topics in Multivariate Temporal Data. Computer Graphics Forum, 42(6). doi:10.1111/cgf.14926
- Elzen, S.V.D., Andrienko, G., Andrienko, N., Fisher, B.D., Martins, R.M., Peltonen, J.... Verleysen, M. (2023). The Flow of Trust: A Visualization Framework to Externalize, Explore, and Explain Trust in ML Applications. IEEE Computer Graphics and Applications, 43(2), pp. 78-88. doi:10.1109/mcg.2023.3237286
- Shirato, G., Andrienko, N. and Andrienko, G. (2023). Identifying, exploring, and interpreting time series shapes in multivariate time intervals. Visual Informatics, 7(1), pp. 77-91. doi:10.1016/j.visinf.2023.01.001
- Andrienko, N., Andrienko, G., Chen, S. and Fisher, B. (2022). Seeking Patterns of Visual Pattern Discovery for Knowledge Building. Computer Graphics Forum, 41(6), pp. 124-148. doi:10.1111/cgf.14515
- Andrienko, G., Andrienko, N., Garcia, J.M.C., Hecker, D. and Vouros, G.A. (2022). Supporting Visual Exploration of Iterative Job Scheduling. IEEE Computer Graphics and Applications, 42(3), pp. 74-86. doi:10.1109/mcg.2022.3163437
- Sun, Y., Li, J., Chen, S., Andrienko, G., Andrienko, N. and Zhang, K. (2022). A learning-based approach for efficient visualization construction. Visual Informatics, 6(1), pp. 14-25. doi:10.1016/j.visinf.2022.01.001
- Andrienko, N., Andrienko, G., Adilova, L., Wrobel, S. and Rhyne, T.-.M. (2022). Visual Analytics for Human-Centered Machine Learning. IEEE Computer Graphics and Applications, 42(1), pp. 123-133. doi:10.1109/mcg.2021.3130314
- Sîrbu, A., Andrienko, G., Andrienko, N., Boldrini, C., Conti, M., Giannotti, F.... Sharma, R. (2021). Correction to: Human migration: the big data perspective. International Journal of Data Science and Analytics, 12(1), pp. 77-77. doi:10.1007/s41060-021-00260-6
- Tominski, C., Andrienko, G., Andrienko, N., Bleisch, S., Fabrikant, S.I., Mayr, E.... Skupin, A. (2021). Toward flexible visual analytics augmented through smooth display transitions. Visual Informatics. doi:10.1016/j.visinf.2021.06.004
- Sîrbu, A., Andrienko, G., Andrienko, N., Boldrini, C., Conti, M., Giannotti, F.... Sharma, R. (2021). Human migration: the big data perspective. International Journal of Data Science and Analytics, 11(4), pp. 341-360. doi:10.1007/s41060-020-00213-5
- Andrienko, G., Andrienko, N., Boldrini, C., Caldarelli, G., Cintia, P., Cresci, S.... Trasarti, R. (2021). (So) Big Data and the transformation of the city. International Journal of Data Science and Analytics, 11(4), pp. 311-340. doi:10.1007/s41060-020-00207-3
- Andrienko, N., Andrienko, G., Miksch, S., Schumann, H. and Wrobel, S. (2021). A theoretical model for pattern discovery in visual analytics. Visual Informatics, 5(1), pp. 23-42. doi:10.1016/j.visinf.2020.12.002
- Andrienko, N., Andrienko, G., Camossi, E., Claramunt, C., Cordero Garcia, J.M., Fuchs, G.... Vouros, G. (2021). Visual Exploration of Movement and Event Data with Interactive Time Masks (vol 1, pg 25, 2017). VISUAL INFORMATICS, 5(1), pp. 43-43
- Liu, S., Andrienko, G., Wu, Y., Cao, N., Jiang, L., Shi, C.... Hong, S. (2021). Steering data quality with visual analytics: The complexity challenge (vol 2, pg 191, 2018). VISUAL INFORMATICS, 5(1), pp. 44-44
- Chen, S., Andrienko, N., Andrienko, G., Li, J. and Yuan, X. (2021). Co-Bridges: Pair-wise Visual Connection and Comparison for Multi-item Data Streams. IEEE Transactions on Visualization and Computer Graphics, 27(2), pp. 1612-1622. doi:10.1109/tvcg.2020.3030411
- Andrienko, G., Andrienko, N., Kureshi, I., Lee, K., Smith, I. and Staykova, T. (2021). Automating and utilising equal-distribution data classification. International Journal of Cartography, 7(1), pp. 100-115. doi:10.1080/23729333.2020.1863000
- Liu, F., Andrienko, G., Andrienko, N., Chen, S., Janssens, D., Wets, G.... Theodoridis, Y. (2020). Citywide Traffic Analysis Based on the Combination of Visual and Analytic Approaches. Journal of Geovisualization and Spatial Analysis, 4(2). doi:10.1007/s41651-020-00057-4
- Chen, S., Andrienko, N., Andrienko, G., Adilova, L., Barlet, J., Kindermann, J.... Turkay, C. (2020). LDA Ensembles for Interactive Exploration and Categorization of Behaviors. IEEE Transactions on Visualization and Computer Graphics, 26(9), pp. 2775-2792. doi:10.1109/tvcg.2019.2904069
- Ceneda, D., Andrienko, N., Andrienko, G., Gschwandtner, T., Miksch, S., Piccolotto, N.... Tominski, C. (2020). Guide Me in Analysis: A Framework for Guidance Designers. Computer Graphics Forum, 39(6), pp. 269-288. doi:10.1111/cgf.14017
- Andrienko, N., Andrienko, G., Patterson, F. and Stange, H. (2020). Visual Analysis of Place Connectedness by Public Transport. IEEE Transactions on Intelligent Transportation Systems, 21(8), pp. 3196-3208. doi:10.1109/tits.2019.2924796
- Chen, S., Li, J., Andrienko, G., Andrienko, N., Wang, Y., Nguyen, P.H.... Turkay, C. (2020). Supporting Story Synthesis: Bridging the Gap between Visual Analytics and Storytelling. IEEE Transactions on Visualization and Computer Graphics, 26(7), pp. 2499-2516. doi:10.1109/tvcg.2018.2889054
- Andrienko, N. and Andrienko, G. (2020). Spatio-temporal visual analytics: a vision for 2020s. Journal of Spatial Information Science, (20). doi:10.5311/josis.2020.20.661
- Li, J., Chen, S., Chen, W., Andrienko, G. and Andrienko, N. (2020). Semantics-Space-Time Cube: A Conceptual Framework for Systematic Analysis of Texts in Space and Time. IEEE Transactions on Visualization and Computer Graphics, 26(4), pp. 1789-1806. doi:10.1109/tvcg.2018.2882449
- Nanni, M., Andrienko, G., Barabasi, A.-.L., Boldrini, C., Bonchi, F., Cattuto, C.... Vespignani, A. (2020). Give more data, awareness and control to individual citizens, and they will help COVID-19 containment. TRANSACTIONS ON DATA PRIVACY, 13(1), pp. 61-66
- Nguyen, P.H., Henkin, R., Chen, S., Andrienko, N., Andrienko, G., Thonnard, O.... Turkay, C. (2020). VASABI: Hierarchical User Profiles for Interactive Visual User Behaviour Analytics. IEEE Transactions on Visualization and Computer Graphics, 26(1), pp. 77-86. doi:10.1109/tvcg.2019.2934609
- Vouros, G.A., Santipantakis, G.M., Doulkeridis, C., Vlachou, A., Andrienko, G., Andrienko, N.... Martinez, M.G. (2019). The datAcron Ontology for the Specification of Semantic Trajectories. Journal on Data Semantics, 8(4), pp. 235-262. doi:10.1007/s13740-019-00108-0
- Nguyen, P.H., Turkay, C., Andrienko, G., Andrienko, N., Thonnard, O. and Zouaoui, J. (2019). Understanding User Behaviour through Action Sequences: From the Usual to the Unusual. IEEE Transactions on Visualization and Computer Graphics, 25(9), pp. 2838-2852. doi:10.1109/tvcg.2018.2859969
- Li, J., Chen, S., Zhang, K., Andrienko, G. and andrienko, N. (2019). COPE: Interactive Exploration of Co-Occurrence Patterns in Spatial Time Series. IEEE Transactions on Visualization and Computer Graphics, 25(8), pp. 2554-2567. doi:10.1109/tvcg.2018.2851227
- Markovic, N., Sekula, P., Vander Laan, Z., Andrienko, G. and Andrienko, N. (2019). Applications of Trajectory Data From the Perspective of a Road Transportation Agency: Literature Review and Maryland Case Study. IEEE Transactions on Intelligent Transportation Systems, 20(5), pp. 1858-1869. doi:10.1109/tits.2018.2843298
- Dunkel, A., Andrienko, G., Andrienko, N., Burghardt, D., Hauthal, E. and Purves, R. (2019). A conceptual framework for studying collective reactions to events in location-based social media. International Journal of Geographical Information Science, 33(4), pp. 780-804. doi:10.1080/13658816.2018.1546390
- Andrienko, N., Andrienko, G., Garcia, J.M.C. and Scarlatti, D. (2019). Analysis of Flight Variability: a Systematic Approach. IEEE Transactions on Visualization and Computer Graphics, 25(1), pp. 54-64. doi:10.1109/tvcg.2018.2864811
- Collins, C., Andrienko, N., Schreck, T., Yang, J., Choo, J., Engelke, U.... Dwyer, T. (2018). Guidance in the human–machine analytics process. Visual Informatics, 2(3), pp. 166-180. doi:10.1016/j.visinf.2018.09.003
- Andrienko, N., Lammarsch, T., Andrienko, G., Fuchs, G., Keim, D., Miksch, S.... Rind, A. (2018). Viewing Visual Analytics as Model Building. Computer Graphics Forum, 37(6), pp. 275-299. doi:10.1111/cgf.13324
- Shurkhovetskyy, G., Andrienko, N., Andrienko, G. and Fuchs, G. (2018). Data Abstraction for Visualizing Large Time Series. Computer Graphics Forum, 37(1), pp. 125-144. doi:10.1111/cgf.13237
- Andrienko, N. and Andrienko, G. (2018). State Transition Graphs for Semantic Analysis of Movement Behaviours. Information Visualization, 17(1), pp. 41-65. doi:10.1177/1473871617692841
- Andrienko, G., Andrienko, N., Fuchs, G. and Garcia, J.M.C. (2018). Clustering Trajectories by Relevant Parts for Air Traffic Analysis. IEEE Transactions on Visualization and Computer Graphics, 24(1), pp. 34-44. doi:10.1109/tvcg.2017.2744322
- Vrotsou, K., Fuchs, G., Andrienko, N. and Andrienko, G. (2017). An Interactive Approach for Exploration of Flows Through Direction-Based Filtering. Journal of Geovisualization and Spatial Analysis, 1(1-2). doi:10.1007/s41651-017-0001-7
- Andrienko, G., Andrienko, N., Budziak, G., Dykes, J., Fuchs, G., von Landesberger, T.... Weber, H. (2017). Visual analysis of pressure in football. Data Mining and Knowledge Discovery, 31(6), pp. 1793-1839. doi:10.1007/s10618-017-0513-2
- Andrienko, G., Andrienko, N., Fuchs, G. and Wood, J. (2017). Revealing Patterns and Trends of Mass Mobility Through Spatial and Temporal Abstraction of Origin-Destination Movement Data. IEEE Transactions on Visualization and Computer Graphics, 23(9), pp. 2120-2136. doi:10.1109/tvcg.2016.2616404
- Andrienko, G., Andrienko, N., Chen, W., Maciejewski, R. and Zhao, Y. (2017). Visual Analytics of Mobility and Transportation: State of the Art and Further Research Directions. IEEE Transactions on Intelligent Transportation Systems, 18(8), pp. 2232-2249. doi:10.1109/tits.2017.2683539
- Andrienko, G., Andrienko, N., Chen, W., Maciejewski, R. and Zhao, Y. (2017). Guest Editorial Introduction to the Special Issue on Visual Analysis for ITS. IEEE Transactions on Intelligent Transportation Systems, 18(8), pp. 2229-2231. doi:10.1109/tits.2017.2724764
- Andrienko, N., Andrienko, G., Camossi, E., Claramunt, C., Cordero Garcia, J.M., Fuchs, G.... Vouros, G. (2017). Visual exploration of movement and event data with interactive time masks. Visual Informatics, 1(1), pp. 25-39. doi:10.1016/j.visinf.2017.01.004
- Claramunt, C., Ray, C., Salmon, L., Camossi, E., Hadzagic, M., Jousselme, A.-.L.... Vouros, G. (2017). Maritime data integration and analysis: Recent progress and research challenges. Advances in Database Technology - EDBT, 2017-March, pp. 192-197. doi:10.5441/002/edbt.2017.18
- Andrienko, G., Andrienko, N. and Weibel, R. (2017). Geographic Data Science. IEEE Computer Graphics and Applications, 37(5), pp. 15-17. doi:10.1109/mcg.2017.3621219
- Brodkorb, F., Kuijper, A., Andrienko, G., Andrienko, N. and von Landesberger, T. (2016). Overview with details for exploring geo-located graphs on maps. Information Visualization, 15(3), pp. 214-237. doi:10.1177/1473871615597077
- Andrienko, N., Andrienko, G. and Rinzivillo, S. (2016). Leveraging spatial abstraction in traffic analysis and forecasting with visual analytics. Information Systems, 57, pp. 172-194. doi:10.1016/j.is.2015.08.007
- Andrienko, N., Andrienko, G., Fuchs, G. and Jankowski, P. (2016). Scalable and privacy-respectful interactive discovery of place semantics from human mobility traces. Information Visualization, 15(2), pp. 117-153. doi:10.1177/1473871615581216
- von Landesberger, T., Brodkorb, F., Roskosch, P., Andrienko, N., Andrienko, G. and Kerren, A. (2016). MobilityGraphs: Visual Analysis of Mass Mobility Dynamics via Spatio-Temporal Graphs and Clustering. IEEE Transactions on Visualization and Computer Graphics, 22(1), pp. 11-20. doi:10.1109/tvcg.2015.2468111
- Andrienko, G., Andrienko, N. and Fuchs, G. (2016). Understanding movement data quality. Journal of Location Based Services, 10(1), pp. 31-46. doi:10.1080/17489725.2016.1169322
- Andrienko, G., Andrienko, N., Ryumkin, A., Ryumkin, V., Kravchenko, G., Tyabaev, E.... Trofimova, S. (2016). Exploration and refinement of regression tree models with interactive maps and spatial data transformations. International Journal of Cartography, 2(1), pp. 59-76. doi:10.1080/23729333.2016.1184551
- Andrienko, G., Andrienko, N., Dykes, J., Kraak, M.J., Robinson, A. and Schumann, H. (2016). GeoVisual analytics: interactivity, dynamics, and scale. Cartography and Geographic Information Science, 43(1), pp. 1-2. doi:10.1080/15230406.2016.1095006
- Andrienko, G., Andrienko, N., Budziak, G., von Landesberger, T. and Weber, H. (2016). Coordinate Transformations for Characterization and Cluster Analysis of Spatial Configurations in Football. pp. 27-31. doi:10.1007/978-3-319-46131-1_6
- Andrienko, N., Andrienko, G. and Rinzivillo, S. (2016). Leveraging Spatial Abstraction in Traffic Analysis and Forecasting with Visual Analytics. pp. 32-35. doi:10.1007/978-3-319-46131-1_7
- Buchmüller, J., Janetzko, H., Andrienko, G., Andrienko, N., Fuchs, G. and Keim, D.A. (2015). Visual Analytics for Exploring Local Impact of Air Traffic. Computer Graphics Forum, 34(3), pp. 181-190. doi:10.1111/cgf.12630
- Luboschik, M., Röhlig, M., Bittig, A.T., Andrienko, N., Schumann, H. and Tominski, C. (2015). Feature‐Driven Visual Analytics of Chaotic Parameter‐Dependent Movement. Computer Graphics Forum, 34(3), pp. 421-430. doi:10.1111/cgf.12654
- Andrienko, N., Andrienko, G. and Rinzivillo, S. (2015). Exploiting Spatial Abstraction in Predictive Analytics of Vehicle Traffic. ISPRS International Journal of Geo-Information, 4(2), pp. 591-606. doi:10.3390/ijgi4020591
- Fuchs, G., Stange, H., Samiei, A., Andrienko, G. and Andrienko, N. (2015). A semi-supervised method for topic extraction from micro postings. it - Information Technology, 57(1), pp. 49-56. doi:10.1515/itit-2014-1078
- Vrotsou, K., Janetzko, H., Navarra, C., Fuchs, G., Spretke, D., Mansmann, F.... Andrienko, G. (2015). SimpliFly: A Methodology for Simplification and Thematic Enhancement of Trajectories. IEEE Transactions on Visualization and Computer Graphics, 21(1), pp. 107-121. doi:10.1109/tvcg.2014.2337333
- Andrienko, N., Andrienko, G., Fuchs, G. and Jankowski, P. (2015). Visual Analytics Methodology for Scalable and Privacy-Respectful Discovery of Place Semantics from Episodic Mobility Data. pp. 254-258. doi:10.1007/978-3-319-23461-8_25
- Andrienko, N., Andrienko, G., Fuchs, G., Rinzivillo, S. and Betz, H.-.D. (2015). Real Time Detection and Tracking of Spatial Event Clusters. pp. 316-319. doi:10.1007/978-3-319-23461-8_38
- Andrienko, G. and Andrienko, N. (2015). Visualization Support to Interactive Cluster Analysis. pp. 337-340. doi:10.1007/978-3-319-23461-8_43
- Andrienko, N., Andrienko, G., Fuchs, G. and Stange, H. (2014). Detecting and tracking dynamic clusters of spatial events. 2014 IEEE Conference on Visual Analytics Science and Technology (VAST) pp. 219-220. doi:10.1109/vast.2014.7042499
- Andrienko, N., Andrienko, G. and Fuchs, G. (2014). Analysis of mobility behaviors in geographic and semantic spaces. 2014 IEEE Conference on Visual Analytics Science and Technology (VAST) pp. 341-342. doi:10.1109/vast.2014.7042556
- Hurter, C., Alligier, R., Gianazza, D., Puechmorel, S., Andrienko, G. and Andrienko, N. (2014). Wind parameters extraction from aircraft trajectories. Computers, Environment and Urban Systems, 47, pp. 28-43. doi:10.1016/j.compenvurbsys.2014.01.005
- Andrienko, G., Andrienko, N., Dykes, J., Kraak, M.-.J. and Schumann, H. (2014). GeoVisual analytics, time to focus on time. Information Visualization, 13(3), pp. 187-189. doi:10.1177/1473871613487091
- Liebig, T., Andrienko, G. and Andrienko, N. (2014). Methods for Analysis of Spatio-Temporal Bluetooth Tracking Data. Journal of Urban Technology, 21(2), pp. 27-37. doi:10.1080/10630732.2014.888215
- Leonardi, L., Orlando, S., Raffaetà, A., Roncato, A., Silvestri, C., Andrienko, G.... Andrienko, N. (2014). A general framework for trajectory data warehousing and visual OLAP. GeoInformatica, 18(2), pp. 273-312. doi:10.1007/s10707-013-0181-3
- Andrienko, N., Andrienko, G., Barrett, L., Dostie, M. and Henzi, P. (2013). Space Transformation for Understanding Group Movement. IEEE Transactions on Visualization and Computer Graphics, 19(12), pp. 2169-2178. doi:10.1109/tvcg.2013.193
- Ellersiek, T., Andrienko, G., Andrienko, N., Hecker, D., Stange, H. and Mueller, M. (2013). Using Bluetooth to track mobility patterns. Proceedings of the Fifth ACM SIGSPATIAL International Workshop on Indoor Spatial Awareness pp. 1-7. doi:10.1145/2533810.2533813
- von Landesberger, T., Andrienko, G., Andrienko, N., Bremm, S., Kirschner, M., Wesarg, S.... Kuijper, A. (2013). Opening up the “black box” of medical image segmentation with statistical shape models. The Visual Computer, 29(9), pp. 893-905. doi:10.1007/s00371-013-0852-y
- Burch, M., Andrienko, G., Andrienko, N., Hoferlin, M., Raschke, M. and Weiskopf, D. (2013). Visual task solution strategies in tree diagrams. 2013 IEEE Pacific Visualization Symposium (PacificVis) pp. 169-176. doi:10.1109/pacificvis.2013.6596142
- Pratesi, F., Monreale, A., Wang, H., Rinzivillo, S., Pedreschi, D., Andrienko, G.... Andrienko, N. (2013). Privacy-aware distributed mobility data analytics. 21st Italian Symposium on Advanced Database Systems Sebd 2013 pp. 329-342
- Parent, C., Spaccapietra, S., Renso, C., Andrienko, G., Andrienko, N., Bogorny, V.... Yan, Z. (2013). Semantic trajectories modeling and analysis. ACM Computing Surveys, 45(4)
- Andrienko, G., Andrienko, N., Bosch, H., Ertl, T., Fuchs, G., Jankowski, P.... Thom, D. (2013). Thematic patterns in georeferenced tweets through space-time visual analytics. Computing in Science and Engineering, 15(3), pp. 72-82
- Andrienko, N. and Andrienko, G. (2013). A visual analytics framework for spatio-temporal analysis and modelling. Data Mining and Knowledge Discovery, 27(1), pp. 55-83
- Andrienko, G., Andrienko, N., Hurter, C., Rinzivillo, S. and Wrobel, S. (2013). Scalable analysis of movement data for extracting and exploring significant places. IEEE Transactions on Visualization and Computer Graphics, 19(7), pp. 1078-1094
- Andrienko, N. and Andrienko, G. (2013). Visual analytics of movement: An overview of methods, tools and procedures. Information Visualization, 12(1), pp. 3-24
- Andrienko, N., Andrienko, G., Stange, H., Liebig, T. and Hecker, D. (2012). Visual Analytics for Understanding Spatial Situations from Episodic Movement Data. Künstliche Intelligenz, 26(3), pp. 241-251. doi:10.1007/s13218-
- Andrienko, N., Andrienko, G., Stange, H., Liebig, T. and Hecker, D. (2012). Visual Analytics for Understanding Spatial Situations from Episodic Movement Data. KI - Künstliche Intelligenz, 26(3), pp. 241-251. doi:10.1007/s13218-012-0177-4
- Andrienko, G., Andrienko, N., Mladenov, M., Mock, M. and Politz, C. (2012). Identifying Place Histories from Activity Traces with an Eye to Parameter Impact. IEEE Transactions on Visualization and Computer Graphics, 18(5), pp. 675-688. doi:10.1109/tvcg.2011.153
- Tominski, C., Schumann, H., Andrienko, G. and Andrienko, N. (2012). Stacking-based visualization of trajectory attribute data. IEEE Transactions on Visualization and Computer Graphics, 18(12), pp. 2565-2574
- Andrienko, G., Andrienko, N., Burch, M. and Weiskopf, D. (2012). Visual analytics methodology for eye movement studies. IEEE Transactions on Visualization and Computer Graphics, 18(12), pp. 2889-2898
- Pelekis, N., Andrienko, G., Andrienko, N., Kopanakis, I., Marketos, G. and Theodoridis, Y. (2012). Visually exploring movement data via similarity-based analysis. Journal of Intelligent Information Systems, 38(2), pp. 343-391
- Ooms, K., Andrienko, G., Andrienko, N., De Maeyer, P. and Fack, V. (2012). Analysing the spatial dimension of eye movement data using a visual analytic approach. Expert Systems with Applications, 39(1), pp. 1324-1332
- Adrienko, N. and Adrienko, G. (2011). Spatial Generalization and Aggregation of Massive Movement Data. IEEE Transactions on Visualization and Computer Graphics, 17(2), pp. 205-219. doi:10.1109/tvcg.2010.44
- Scheepens, R., Willems, N., Van De Wetering, H., Andrienko, G., Andrienko, N. and Van Wijk, J.J. (2011). Composite density maps for multivariate trajectories. IEEE Transactions on Visualization and Computer Graphics, 17(12), pp. 2518-2527
- Andrienko, G., Andrienko, N. and Heurich, M. (2011). An event-based conceptual model for context-aware movement analysis. International Journal of Geographical Information Science, 25(9), pp. 1347-1370
- Andrienko, G., Andrienko, N., Keim, D., MacEachren, A.M. and Wrobel, S. (2011). Challenging problems of geospatial visual analytics. Journal of Visual Languages and Computing, 22(4), pp. 251-256
- Andrienko, G., Andrienko, N., Bak, P., Keim, D., Kisilevich, S. and Wrobel, S. (2011). A conceptual framework and taxonomy of techniques for analyzing movement. Journal of Visual Languages and Computing, 22(3), pp. 213-232
- Raffaetà, A., Leonardi, L., Marketos, G., Andrienko, G., Andrienko, N., Frentzos, E.... Silvestri, C. (2011). Visual mobility analysis using T-warehouse. International Journal of Data Warehousing and Mining, 7(1), pp. 1-23
- Pelekis, N., Andrienko, G., Andrienko, N., Kopanakis, I., Marketos, G. and Theodoridis, Y. (2011). Visually exploring movement data via similarity-based analysis. Journal of Intelligent Information Systems pp. 1-49
- Weiskopf, D., Andrienko, G., Andrienko, N. and Bak, P. (2010). Visuelle Bewegungsanalyse in Video- und Geodaten. Informatik-Spektrum, 33(6), pp. 580-588. doi:10.1007/s00287-010-0490-y
- Dykes, J., Andrienko, G., Andrienko, N., Paelke, V. and Schiewe, J. (2010). Editorial - GeoVisualization and the Digital City. Computers Environment and Urban Systems, 34(6), pp. 443-451. doi:10.1016/j.compenvurbsys.2010.09.001
- Andrienko, G., Andrienko, N., Demsar, U., Dransch, D., Dykes, J., Fabrikant, S.I.... Tominski, C. (2010). Space, time and visual analytics. International Journal of Geographical Information Science, 24(10), pp. 1577-1600. doi:10.1080/13658816.2010.508043
- Andrienko, G., Andrienko, N., Dykes, J., Kraak, M.-.J. and Schumann, H. (2010). GeoVA(t) – Geospatial Visual Analytics: Focus on Time. International Journal of Geographical Information Science, 24(10), pp. 1453-1457. doi:10.1080/13658816.2010.519147
- Andrienko, G., Andrienko, N., Dykes, J., Kraak, M.J. and Schumann, H. (2010). GeoVA(t) - Geospatial visual analytics: Focus on time. Journal of Location Based Services, 4(3), pp. 141-146
- Weiskopf, D., Andrienko, G., Andrienko, N. and Bak, P. (2010). Visual movement analysis in video and geo data. Informatik-Spektrum, 33(6), pp. 580-588
- Jankowski, P., Andrienko, N., Andrienko, G. and Kisilevich, S. (2010). Discovering Landmark Preferences and Movement Patterns from Photo Postings. Transactions in GIS, 14(6), pp. 833-852
- Andrienko, G., Andrienko, N., Dykes, J., Kraak, M.J. and Schumann, H. (2010). Geova(t) - geospatial visual analytics: Focus on time special issue of the international cartographic association commission on geovisualization. International Journal of Geographical Information Science, 24(10), pp. 1453-1457
- Andrienko, G., Andrienko, N., Bak, P., Bremm, S., Keim, D., von Landesberger, T.... Schreck, T. (2010). A framework for using self-organising maps to analyse spatiotemporal patterns, exemplified by analysis of mobile phone usage. Journal of Location Based Services, 4(3), pp. 200-221
- Monreale, A., Andrienko, G., Andrienko, N., Giannotti, F., Pedreschi, D., Rinzivillo, S.... Wrobel, S. (2010). Movement data anonymity through generalization. Transactions on Data Privacy, 3(2), pp. 91-121
- Andrienko, G., Andrienko, N., Bremm, S., Schreck, T., Von Landesberger, T., Bak, P.... Keim, D. (2010). Space-in-time and time-in-space self-organizing maps for exploring spatiotemporal patterns. Computer Graphics Forum, 29(3), pp. 913-922
- Andrienko, G. and Andrienko, N. (2010). A general framework for using aggregation in visual exploration of movement data. Cartographic Journal, 47(1), pp. 22-40
- Andrienko, G., Andrienko, N., Bak, P., Kisilevich, S. and Keim, D. (2009). Analysis of community-contributed space- and time-referenced data by example of panoramio photos. Vmv 2009 Proceedings of the Vision Modeling and Visualization Workshop 2009 pp. 323-329
- Andrienko, G., Andrienko, N., Jankowski, P. and Kraak, M.J. (2009). Special issue: Geospatial visual analytics. Cartography and Geographic Information Science, 36(3), pp. 223-224
- Andrienko, G., Andrienko, N., Dykes, J., Fabrikant, S.I. and Wachowicz, M. (2008). Geovisualization of Dynamics, Movement and Change: Key Issues and Developing Approaches in Visualization Research. Information Visualization, 7(3-4), pp. 173-180. doi:10.1057/ivs.2008.23
- Rinzivillo, S., Pedreschi, D., Nanni, M., Giannotti, F., Andrienko, N. and Andrienko, G. (2008). Visually driven analysis of movement data by progressive clustering. Information Visualization, 7(3-4), pp. 225-239
- Fabrikant, S.I., Rebich-Hespanha, S., Andrienko, N., Andrienko, G. and Montello, D.R. (2008). Novel method to measure inference affordance in static small-multiple map displays representing dynamic processes. Cartographic Journal, 45(3), pp. 201-215
- Andrienko, G., Andrienko, N. and Bartling, U. (2008). Visual analytics approach to user-controlled evacuation scheduling. Information Visualization, 7(1), pp. 89-103
- Andrienko, G., Andrienko, N., Kopanakis, I., Ligtenberg, A. and Wrobel, S. (2008). Visual Analytics Methods for Movement Data. pp. 375-410. doi:10.1007/978-3-540-75177-9_14
- Andrienko, N., Andrienko, G., Pelekis, N. and Spaccapietra, S. (2008). Basic Concepts of Movement Data. pp. 15-38. doi:10.1007/978-3-540-75177-9_2
- Schuck, A. (2007). Towards A European Forest Information System. . doi:10.1163/ej.9789004161504.i-109
- Andrienko, G. and Andrienko, N. (2007). Extracting patterns of individual movement behaviour from a massive collection of tracked positions. CEUR Workshop Proceedings, 296, pp. 1-16
- Burkhard, R.A., Andrienko, G., Andrienko, N., Dykes, J., Koutamanis, A., Kienreich, W.... Brodbeck, D. (2007). Visualization Summit 2007: Ten research goals for 2010. Information Visualization, 6(3), pp. 169-188
- Andrienko, N. and Andrienko, G. (2007). Intelligent visualisation and information presentation for civil crisis management. Transactions in GIS, 11(6), pp. 889-909
- Andrienko, N. and Andrienko, G. (2007). Designing visual analytics methods for massive collections of movement data. Cartographica, 42(2), pp. 117-138
- Palenova, M., Korotkov, V., Chumachenko, S., Politov, D., Andrienko, G. and Andrienko, N. (2007). The use of simulation model FORRUS-S in the ecological management in forestry: Strategic and tactics planning. Scientia Forestalis/Forest Sciences, (73), pp. 73-89
- Andrienko, G., Andrienko, N., Jankowski, P., Keim, D., Kraak, M.J., MacEachren, A.... Wrobel, S. (2007). Geovisual analytics for spatial decision support: Setting the research agenda. International Journal of Geographical Information Science, 21(8), pp. 839-857
- Andrienko, G., Andrienko, N., Fischer, R., Mues, V. and Schuck, A. (2006). Reactions to geovisualization: An experience from a European project. International Journal of Geographical Information Science, 20(10), pp. 1149-1171
- (2006). Exploratory Analysis of Spatial and Temporal Data. . doi:10.1007/3-540-31190-4
- Chertov, O., Komarov, A., Mikhailov, A., Andrienko, G., Andrienko, N. and Gatalsky, P. (2005). Geovisualization of forest simulation modelling results: A case study of carbon sequestration and biodiversity. Computers and Electronics in Agriculture, 49(1), pp. 175-191
- Andrienko, G. and Andrienko, N. (2005). Blending aggregation and selection: Adapting parallel coordinates for the visualization of large datasets. Cartographic Journal, 42(1), pp. 49-60
- Schuck, A., Andrienko, G., Andrienko, N., Folving, S., Köhl, M., Miina, S.... Voss, H. (2005). The European Forest Information System - An Internet based interface between information providers and the user community. Computers and Electronics in Agriculture, 47(3), pp. 185-206
- Andrienko, N. and Andrienko, G. (2005). A Concept of an Intelligent Decision Support for Crisis Management in the OASIS project. pp. 669-682. doi:10.1007/3-540-27468-5_48
- Gitis, V.G., Andrienko, G.L. and Andrienko, N.V. (2004). Exploration of seismological information in analytical Web GIS. Izvestiya, Physics of the Solid Earth, 40(3), pp. 216-225
- Andrienko, N. and Andrienko, G. (2004). Cumulative Curves for Exploration of Demographic Data: A Case Study of Northwest England. Computational Statistics, 19(1), pp. 9-28
- Andrienko, G., Andrienko, N. and Jankowski, P. (2003). Building Spatial Decision Support Tools for Individuals and Groups. Journal of Decision Systems, 12(2), pp. 193-208. doi:10.3166/jds.12.193-208
- Andrienko, N., Andrienko, G. and Gatalsky, P. (2003). Exploratory spatio-temporal visualization: An analytical review. Journal of Visual Languages and Computing, 14(6), pp. 503-541
- Andrienko, G., Andrienko, N. and Gitis, V. (2003). Interactive maps for visual exploration of grid and vector geodata. ISPRS Journal of Photogrammetry and Remote Sensing, 57(5-6), pp. 380-389
- Andrienko, G., Andrienko, N. and Voss, H. (2003). GIS for Everyone. pp. 131-146. doi:10.1016/b978-008044201-3/50010-4
- Andrienko, N., Andrienko, G., Voss, H., Bernardo, F., Hipolito, J. and Kretchmer, U. (2002). Testing the usability of interactive maps in commonGIS. Cartography and Geographic Information Science, 29(4), pp. 325-342
- Chertov, O., Komarov, A., Andrienko, G., Andrienko, N. and Gatalsky, P. (2002). Integrating forest simulation models and spatial - Temporal interactive visualisation for decision making at landscape level. Ecological Modelling, 148(1), pp. 47-65
- Fairbairn, D., Andrienko, G., Andrienko, N., Buziek, G. and Dykes, J. (2001). Representation and its relationship with cartographic visualization. Cartography and Geographic Information Science, 28(1), pp. 13-28
- Andrienko, N., Andrienko, G. and Gatalsky, P. (2001). Exploring Changes in Census Time Series with Interactive Dynamic Maps and Graphics. Computational Statistics, 16(3), pp. 417-433
- Andrienko, N., Andrienko, G., Savinov, A., Voss, H. and Wettschereck, D. (2001). Exploratory analysis of spatial data using interactive maps and data mining. Cartography and Geographic Information Science, 28(3), pp. 151-165
- Jankowski, P., Andrienko, N. and Andrienko, G. (2001). Map-centred exploratory approach to multiple criteria spatial decision making. International Journal of Geographical Information Science, 15(2), pp. 101-127
- Andrienko, G. and Andrienko, N. (2001). Exploring spatial data with dominant attribute map and parallel coordinates. Computers, Environment and Urban Systems, 25(1), pp. 5-15
- Andrienko, N., Andrienko, G. and Gatalsky, P. (2000). Supporting visual exploration of object movement. Proceedings of the Workshop on Advanced Visual Interfaces pp. 217-220
- Andrienko, G.L. and Andrienko, N.V. (1999). Interactive maps for visual data exploration. International Journal of Geographical Information Science, 13(4), pp. 355-374
- Andrienko, G., Andrienko, N., Voss, H. and Carter, J. (1999). Internet mapping for dissemination of statistical information. Computers, Environment and Urban Systems, 23(6), pp. 425-441
- Andrienko, G.L. and Andrienko, N.V. (1998). Dynamic Categorization for Visual Study of Spatial Information. Programming and Computer Software, 24(3), pp. 108-115
- Andrienko, G.L. and Andrienko, N.V. (1997). Intelligent Cartographic Visualization for Supporting Data Exploration in the IRIS System. Programming and Computer Software, 23(5), pp. 268-281
- Andrienko, G.L. and Andrienko, N.V. (1996). Information Retrieval and Representation in a Multimedia System: A Knowledge-based Approach. Programming and Computer Software, 22(1), pp. 45-52
- Andrienko, G.L. and Andrienko, N.V. (1995). The design of information-analytical multimedia-systems based on knowledges. Problemy Upravleniya I Informatiki (Avtomatika), (5), pp. 160-172
- Andrienko, G. and Andrienko, N. Interactive Cumulative Curves for Exploratory Classification Maps. pp. 261-271. doi:10.1007/978-3-540-33236-7_20
- Andrienko, G. and Andrienko, N. Multimodal Analytical Visualisation of Spatio-Temporal Data. pp. 327-346. doi:10.1007/978-3-540-36651-5_23
Other
- von Landesberger, T., Andrienko, G., Andrienko, N., Bremm, S., Kirschner, M., Wesarg, S.... Kuijper, A.(2013). Opening up the "black box" of medical image segmentation with statistical shape models.