How to avoid jumping to conclusions: Measuring the robustness of outstanding facts in knowledge graphs

How to avoid jumping to conclusions: Measuring the robustness of outstanding facts in knowledge graphs

An outstanding fact (OF) is a striking claim by which some entities stand out from their peers on someattribute. OFs serve data journalism, fact checking, and recommendation. However, one could jump to conclusions by selecting truthful OFs while intentionally or inadvertently ignoring lateral contex...

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Bibliographic Details
Main Authors: XIAO, Hanhua, LI, Yuchen, WANG, Yanhao, KARRAS, Panagiotis, MOURATIDIS, Kyriakos, AVLONA, Natalia Rozalia
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2024
Subjects:
outstanding facts
robustness measurement
perturbation analysis
knowledge graphs
Databases and Information Systems
Graphics and Human Computer Interfaces
Online Access:https://ink.library.smu.edu.sg/sis_research/9667
https://ink.library.smu.edu.sg/context/sis_research/article/10667/viewcontent/KDD24_KGPerturbationAnalysis.pdf
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Institution: Singapore Management University
Language: English

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https://ink.library.smu.edu.sg/sis_research/9667
https://ink.library.smu.edu.sg/context/sis_research/article/10667/viewcontent/KDD24_KGPerturbationAnalysis.pdf

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