Geovisual analytics and interactive machine learning for situational awareness

M Karimzadeh, LS Snyder, DS Ebert - arXiv preprint arXiv:1910.05441, 2019 - arxiv.org
… Media Analytics Reporting Toolkit (SMART), a visual analytics … with real-time situational
awareness. We attribute its successful … , interactive (geo)visualizations, and interactive machine

Predictive Visual Analytics of Social Media Data for Supporting Real-time Situational Awareness

LS Snyder - 2020 - search.proquest.com
… and interactive machine learning grounded in visual analytics … context for improved
situational awareness. The major … [52] designed the geovisual analytics system SensePlace3 …

Interactive learning for identifying relevant tweets to support real-time situational awareness

LS Snyder, YS Lin, M Karimzadeh… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
… visual analytics system tailored for situational awareness called … [36] designed the geovisual
analytics system SensePlace3 … We optimized and evaluated a machine learning model with …

Potential of eye-tracking for interactive geovisual exploration aided by machine learning

M Keskin, P Kettunen - International Journal of Cartography, 2023 - Taylor & Francis
knowledge on the use of eye-tracking and machine learning methods for application in
automated and interactive … geoexploration) and on machine learning tools for exploring vector …

Senseplace2: Geotwitter analytics support for situational awareness

AM MacEachren, A Jaiswal… - … on visual analytics …, 2011 - ieeexplore.ieee.org
… Geographically-grounded situational awareness (SA) is critical to crisis … to support situational
assessment (to produce awareness) in all domains. Here, we present a geovisual analytics

Challenging problems of geospatial visual analytics

G Andrienko, N Andrienko, D Keim… - Journal of Visual …, 2011 - Elsevier
… and modeling, machine learning and … of geovisual analytics. Papers selected for the issue
(submitted in response to the call for papers that put emphasis on scaling geovisual analysis

[PDF][PDF] Visually contextualizing social media within spatial, temporal and thematic constraints for disaster situation awareness

B Tomaszewski, K Dickens, AA Sawant… - … analytics: interactivity …, 2014 - geoanalytics.net
… Classifying and Querying Twitter Data with Machine Learning and Document Retrieval
We used machine learning algorithms to automate the process of separating semantically …

[PDF][PDF] Interactive Learning for Identifying Relevant Tweets to Support Real-time Situational Awareness

T Loop - syslog.co.in
… visual analytics system tailored for situational awareness called … [36] designed the geovisual
analytics system SensePlace3 … We optimized and evaluated a machine learning model with …

Designing geovisual analytics environments and displays with humans in mind

A Çöltekin, S Christophe, A Robinson… - … International Journal of …, 2019 - mdpi.com
… The effort can be viewed as a manual annotation of a training set for a future machine
learning algorithm. Authors document cartographic choices made by newspapers in …

Geovisual analytics for spatial decision support: Setting the research agenda

G Andrienko, N Andrienko, P Jankowski… - International journal …, 2007 - Taylor & Francis
… ‐computer interaction, geographic information science, operations research, data mining
and machine learning, decision science, cognitive science, and other disciplines. The name ‘…