CS4624: Crisis Events Knowledge Graph Generation

Simple item page
dc.contributor.authorde Chutkowski, Jamesen
dc.contributor.authorAbhilash, Geethikaen
dc.contributor.authorTurkiewicz, Justinen
dc.contributor.authorTran, Anthonyen
dc.contributor.authorWalters, Matthewen
dc.date.accessioned2024-09-03T18:25:23Zen
dc.date.available2024-09-03T18:25:23Zen
dc.date.issued2024-05-01en
dc.description.abstractIn a world inundated by information during crisis events, the challenge isn’t just finding data, it’s making sense of it. Knowledge graphs rise to this challenge by structuring disparate data into interconnected insights, enabling a clearer understanding of complex situations through visual relationships and contextual analysis. This report presents a web-based application for generating and managing knowledge graphs and details the process taken to create it. The application integrates React with Material-UI for the frontend, Flask for the backend, and MongoDB and Neo4j for data storage. Users input multi document collections which are processed using Beautiful Soup, Stanford’s Core NLP, NLTK and SpaCy to extract and analyze data, forming triplestores and named entities. These elements are then used to generate knowledge graphs that are stored in Neo4j and rendered on the web via Sigma.js and Graphology. This report addresses development processes, features, testing, step-by step guidance for users and developers, the lessons we learned working on this project, and potential enhancements that can be implemented by future student groups picking up our project.en
dc.description.sponsorshipDr. Mohamed Faragen
dc.identifier.urihttps://hdl.handle.net/10919/121060en
dc.language.isoen_USen
dc.rightsAttribution 4.0 Internationalen
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/en
dc.titleCS4624: Crisis Events Knowledge Graph Generationen
dc.title.alternativeCrisis Events Knowledge Graph Generationen
dc.title.alternativeKnowledge Graph Generationen
dc.title.alternativeCrisis Events Knowledge Graphen
dc.title.alternativeKnowledge Graph Crisis Eventsen
dc.typeTechnical reporten

Files

Original bundle
Now showing 1 - 4 of 4
Thumbnail Image
Name:
CS4624_Final-Presentation-Crisis-Events-Knowledge-Graph-Generation.pdf
Size:
2.98 MB
Format:
Adobe Portable Document Format
Download
Name:
CS4624_Final-Presentation-Crisis-Events-Knowledge-Graph-Generation.pptx
Size:
88.42 MB
Format:
Microsoft Powerpoint XML
Download
Name:
crisis-events-knowledge-graph-generation-main.zip
Size:
303.58 KB
Format:
Download
Thumbnail Image
Name:
CS4624__Team_5_Final_Report.pdf
Size:
1.59 MB
Format:
Adobe Portable Document Format
Download
License bundle
Now showing 1 - 1 of 1
Name:
license.txt
Size:
1.5 KB
Format:
Item-specific license agreed upon to submission
Description:
Download

Collections

CS4624: Multimedia, Hypertext, and Information Access