Maximal fusion of facts on the web with credibility guarantee

TT Nguyen, TC Phan, QVH Nguyen, K Aberer… - Information …, 2019 - Elsevier
The Web became the central medium for valuable sources of information fusion
applications. However, such user-generated resources are often plagued by inaccuracies …

Truth finding on the deep web: Is the problem solved?

X Li, XL Dong, K Lyons, W Meng… - arXiv preprint arXiv …, 2015 - arxiv.org
The amount of useful information available on the Web has been growing at a dramatic pace
in recent years and people rely more and more on the Web to fulfill their information needs …

Compact explanation of data fusion decisions

XL Dong, D Srivastava - … of the 22nd international conference on World …, 2013 - dl.acm.org
Despite the abundance of useful information on the Web, different Web sources often
provide conflicting data, some being out-of-date, inaccurate, or erroneous. Data fusion aims …

From data fusion to knowledge fusion

XL Dong, E Gabrilovich, G Heitz, W Horn… - arXiv preprint arXiv …, 2015 - arxiv.org
The task of {\em data fusion} is to identify the true values of data items (eg, the true date of
birth for {\em Tom Cruise}) among multiple observed values drawn from different sources …

Probabilistic models to reconcile complex data from inaccurate data sources

L Blanco, V Crescenzi, P Merialdo, P Papotti - … Systems Engineering: 22nd …, 2010 - Springer
Several techniques have been developed to extract and integrate data from web sources.
However, web data are inherently imprecise and uncertain. This paper addresses the issue …

A bayesian approach to discovering truth from conflicting sources for data integration

B Zhao, BIP Rubinstein, J Gemmell, J Han - arXiv preprint arXiv …, 2012 - arxiv.org
In practical data integration systems, it is common for the data sources being integrated to
provide conflicting information about the same entity. Consequently, a major challenge for …

Enhancing domain-aware multi-truth data fusion using copy-based source authority and value similarity

F Azzalini, D Piantella, E Rabosio, L Tanca - The VLDB Journal, 2023 - Springer
Data fusion, within the data integration pipeline, addresses the problem of discovering the
true values of a data item when multiple sources provide different values for it. An important …

Knowledge vault: A web-scale approach to probabilistic knowledge fusion

X Dong, E Gabrilovich, G Heitz, W Horn, N Lao… - Proceedings of the 20th …, 2014 - dl.acm.org
Recent years have witnessed a proliferation of large-scale knowledge bases, including
Wikipedia, Freebase, YAGO, Microsoft's Satori, and Google's Knowledge Graph. To increase …

FaBULOUS: fact-checking based on understanding of language over unstructured and structured information

M Bouziane, H Perrin, A Sadeq, T Nguyen… - Proceedings of the …, 2021 - aclanthology.org
As part of the FEVEROUS shared task, we developed a robust and finely tuned architecture
to handle the joint retrieval and entailment on text data as well as structured data like tables …

TIDY: A trust-based approach to information fusion through diversity

A Etuk, TJ Norman, M Şensoy… - Proceedings of the …, 2013 - ieeexplore.ieee.org
Trust and reputation are significant components in open dynamic systems for making
informed and reliable decisions. State-of-the-art information fusion models that exploit these …