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Visual analytics of movement: An overview of methods, tools and procedures

Natalia Andrienko, Gennady Andrienko
2012 Information Visualization  
Analysis of movement is currently a hot research topic in visual analytics. A wide variety of methods and tools for analysis of movement data have been developed in recent years.  ...  We present an illustrated structured survey of the state of the art in visual analytics concerning the analysis of movement data.  ...  CONCLUSION Visual analytics has developed a rich palette of methods and tools for analysis of movement data.  ... 
doi:10.1177/1473871612457601 fatcat:qe6fzkgnxbemndzpgryx4jjynm

Visual analytics tools for analysis of movement data

Gennady Andrienko, Natalia Andrienko, Stefan Wrobel
2007 SIGKDD Explorations  
In this paper, we argue that by using the right visual analytics tools for the analysis of massive collections of movement data, it is possible to effectively support human analysts in understanding movement  ...  We suggest a framework for analysis combining interactive visual displays, which are essential for supporting human perception, cognition, and reasoning, with database operations and computational methods  ...  An ongoing EU-funded project GeoPKDD, where we participate, aims at developing methods and tools for analysis of massive collections of movement data (http://www.geopkdd.eu).  ... 
doi:10.1145/1345448.1345455 fatcat:o5unwxr52vccnf6papzn4i44za

Designing Visual Analytics Methods for Massive Collections of Movement Data

Natalia Andrienko, Gennady Andrienko
2007 Cartographica  
This is the unspecified version of the paper. This version of the publication may differ from the final published version.  ...  Acknowledgement The study is a part of the EU-funded project Geographic Privacy-Aware Knowledge Discovery and Delivery (GeoPKDD), grant no. IST-6FP-014915. See http:// www.geopkdd.eu.  ...  The aim of this article is to define a set of visual analytics tools suitable for massive collections of movement data.  ... 
doi:10.3138/carto.42.2.117 fatcat:f4fu6b27jnfijdfcaboz3scnqa

Progressive Visual Analytics: User-Driven Visual Exploration of In-Progress Analytics

Charles D. Stolper, Adam Perer, David Gotz
2014 IEEE Transactions on Visualization and Computer Graphics  
The contributions of this paper include: a description of the progressive visual analytics paradigm; design goals for both the algorithms and visualizations in progressive visual analytics systems; an  ...  example progressive visual analytics system (Progressive Insights) for analyzing common patterns in a collection of event sequences; and an evaluation of Progressive Insights and the progressive visual  ...  Stein Skrovseth and his colleagues for sharing their usage of Progressive Insights in our case study. In addition, we wish to thank Fei Wang for sharing his expertise in frequent sequence mining.  ... 
doi:10.1109/tvcg.2014.2346574 pmid:26356879 fatcat:qh66f2m2avdpveocrdqpak6bgq

Review: visual analytics of climate networks

T. Nocke, S. Buschmann, J. F. Donges, N. Marwan, H.-J. Schulz, C. Tominski
2015 Nonlinear Processes in Geophysics  
Then, as an overview for the interested practitioner, we review the state-of-the-art in climate network visualisation and provide an overview of existing tools.  ...  Using these tools, the paper illustrates the application potentials of visual analytics for climate networks based on several use cases including examples from global, regional, and multi-layered climate  ...  The authors thank Nora Molkenthin for support designing the questionnaire and executing parts of the expert interviews and all interviewed for their valuable feedback.  ... 
doi:10.5194/npg-22-545-2015 fatcat:ecglxqbdovcvrbhocflxswcorm

Review: visual analytics of climate networks

T. Nocke, S. Buschmann, J. F. Donges, N. Marwan, H.-J. Schulz, C. Tominski
2015 Nonlinear Processes in Geophysics Discussions  
Then, as an overview for the interested practitioner, we review the state-of-the-art in climate network visualisation and provide an overview of existing tools.  ...  Using these tools, the paper illustrates the application potentials of visual analytics for climate networks based on several use cases including examples from global, regional, and multi-layered climate  ...  The authors thank Nora Molkenthin for support designing the questionnaire and executing parts of the expert interviews and all interviewed for their valuable feedback.  ... 
doi:10.5194/npgd-2-709-2015 fatcat:notkhprbjfbzppe6ywyfq4lu4e

A VISUAL ANALYTICS OF MOVEMENT DATA OF A WASTE COLLECTION SERVICE: A TOOL FOR SMART CITIES

A. Moreno, D. I. Hernandez, D. Moreno, M. Caglioni, J. T. Hernandez
2020 ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences  
For decision makers to take advantage of this opportunity, an analytical tool suitable for the waste management context, able to visualize the complexity of the data and to deal with different types of  ...  The model is available on the site https://github.com/MerariFonseca/AVIMEU-visual-analytics-for-movement-data-in-R .  ...  ACKNOWLEDGEMENTS The authors of this study thank the company Veolia Colombia S.A. for their support in providing data to perform this research study and in the formulation of questions associated with  ... 
doi:10.5194/isprs-annals-vi-4-w2-2020-111-2020 doaj:6c768034401646a990aa043fd65766d7 fatcat:7zkjowq3czemjbdcxinnbu4k2q

Exploring the efficiency of users' visual analytics strategies based on sequence analysis of eye movement recordings

A. Çöltekin, S.I. Fabrikant, Martin Lacayo
2010 International Journal of Geographical Information Science  
With this methodological approach based on empirical evidence, we hope to contribute to a deeper understanding of how people make inferences and decisions with highly interactive visualization tools and  ...  We showcase our approach using a very large, fine-grained spatiotemporal dataset of eye movement recordings collected during a controlled human subject experiment with dynamic visual analytics displays  ...  The authors express their gratitude to Andreas Neumann of carto.net and John P.  ... 
doi:10.1080/13658816.2010.511718 fatcat:u2ddv6ymt5hbjnmxkllrmqszhe

Visual analytics of brain networks

Kaiming Li, Lei Guo, Carlos Faraco, Dajiang Zhu, Hanbo Chen, Yixuan Yuan, Jinglei Lv, Fan Deng, Xi Jiang, Tuo Zhang, Xintao Hu, Degang Zhang (+2 others)
2012 NeuroImage  
neuroimaging data and an intuitive and real-time visual analytics interface.  ...  to demonstrate the effectiveness of visual analytics.  ...  Acknowledgements This work was supported by the NIH Career Award (NIH EB 006878), NIH R01 HL087923-03S2 and The University of Georgia start-up research funding.  ... 
doi:10.1016/j.neuroimage.2012.02.075 pmid:22414991 pmcid:PMC3956683 fatcat:hkcvlfw5trgf5gnncxjvkjd6bi

Challenging problems of geospatial visual analytics

Gennady Andrienko, Natalia Andrienko, Daniel Keim, Alan M. MacEachren, Stefan Wrobel
2011 Journal of Visual Languages and Computing  
We thank the authors of all submitted papers and reviewers for their work on insuring the scientific quality of the special issue.  ...  Acknowledgment We are grateful to Heidrun Schumann, Christian Tominski, and André Skupin for providing valuable comments and suggestions for improvement.  ...  tools for data analysis that visual analytics develops.  ... 
doi:10.1016/j.jvlc.2011.04.001 fatcat:gd6unm2dbbfmvdr4ei55ippagm

Feature-Based Visual Analytics for Studying Simulations of Dynamic Bi-Stable Spatial Systems [article]

C. Eichner, A. Bittig, H. Schumann, C. Tominski
2013 International EuroVis Workshop on Visual Analytics  
Consequently, we consider (1) interactive specification of meaningful features, (2) analytic extraction and tracking of features as well as detection of events in the features' evolution, and (3) visual  ...  In this paper, we describe how visual analytics technology can help in analyzing such simulation data. The idea behind our approach is to utilize concepts of feature-based visualization.  ...  Here we aim to apply feature-based concepts in the context of visual analytics of simulation data generated by the Next Subvolume method.  ... 
doi:10.2312/pe.eurovast.eurova13.025-029 dblp:conf/eurova-ws/EichnerBST13 fatcat:uydxslhiq5hpfdnbfea6qtujey

ISeeColor: Method for Advanced Visual Analytics of Eye Tracking Data

Karen Panetta, Qianwen Wan, Srijith Rajeev, Aleksandra Kaszowska, Aaron L. Gardony, Kevin Naranjo, Holly A. Taylor, Sos Agaian
2020 IEEE Access  
While collecting eye-tracking data is becoming more accessible, visual analytics of eye-tracking data remains difficult and time-consuming.  ...  As such, there is a significant need for developing efficient visualization and analysis tools for large-scale eye-tracking data.  ...  GazeDx [6] was proposed as an interactive visual analytics tool for the comparative analysis of gaze data and spatial view of volumetric medical images provided by radiologists.  ... 
doi:10.1109/access.2020.2980901 fatcat:rgtzqwddsbdszdsshark2drurm

Visual Search and Analysis in Complex Information Spaces—Approaches and Research Challenges [chapter]

T. von Landesberger, T. Schreck, D. W. Fellner, J. Kohlhammer
2012 Expanding the Frontiers of Visual Analytics and Visualization  
In this paper, we discuss the role of data complexity for visual analysis and search, and identify implications for designing respective visual analytics applications.  ...  One of the central motivations for visual analytics research is the so-called information overload -implying the challenge for human users in understanding and making decisions in presence of too much  ...  However, visualization approaches, data management procedures, and data mining methods all have to work together in newly orchestrated ways, leading to a new definition of interoperable visual analytics  ... 
doi:10.1007/978-1-4471-2804-5_4 fatcat:tzhn3ysksrefdpm4zuaa7nqofq

Visual Analytics for Exploring Local Impact of Air Traffic

J. Buchmüller, H. Janetzko, G. Andrienko, N. Andrienko, G. Fuchs, D. A. Keim
2015 Computer graphics forum (Print)  
We present a Visual Analytics framework that enables users to develop an understanding of local flight behavior through visual exploration of historical data and interactive manipulation of prediction  ...  Yet, understanding these movements and the expected amount of flights during arrival and departure is of great interest to both casual and expert users, as planes have a higher impact on the areas beneath  ...  The context of movement, in this case being weather the contextual dimension, is proposed in an interactive tool by Lundblad et al. [LEH09].  ... 
doi:10.1111/cgf.12630 fatcat:6zshkisapzh7nk3yalrjfmyibe

Visual Soccer Analytics: Understanding the Characteristics of Collective Team Movement Based on Feature-Driven Analysis and Abstraction

Manuel Stein, Johannes Häußler, Dominik Jäckle, Halldór Janetzko, Tobias Schreck, Daniel Keim
2015 ISPRS International Journal of Geo-Information  
We propose a visual analysis system for interactive identification of soccer patterns and situations being of interest to the analyst.  ...  The system includes a range of useful visualizations to show the ranking of features over time and plots the change of game play situations, both helping the analyst to interpret complex game situations  ...  Keim, who gave substantial contributions to the design and analysis of this work.  ... 
doi:10.3390/ijgi4042159 fatcat:psoocu3wr5cp3d3lksbxvkhspu
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