TY - GEN
T1 - Argumentative Approach for the Discovery Truth
T2 - 2019 International Conference on Internet of Things, Embedded Systems and Communications, IINTEC 2019
AU - Salah, Dorsaf
AU - Raddaoui, Badran
AU - Othmani, Mohamed
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/12/1
Y1 - 2019/12/1
N2 - In many real-world applications, the information available especially in the Web is often obtained from non original and dependent sources i.e information comes from a variety of dependant sources. So that, obtaining original and dependant sources of information is a challenging task since these sources often provide a large amount of conflicting information. In this paper, we propose a new way to improve the discovery of the truth, taking into account the dependency between the data sources. Intuitively, if two data sources provide a large number of common values and many of these values are rarely provided by other sources (e.g., particular false values), it is very likely that one copies from the other. For that purpose, we develop an argumentative approach based on propositional logic to discover the truth using a dependence measure and a set of principles between sources of information.
AB - In many real-world applications, the information available especially in the Web is often obtained from non original and dependent sources i.e information comes from a variety of dependant sources. So that, obtaining original and dependant sources of information is a challenging task since these sources often provide a large amount of conflicting information. In this paper, we propose a new way to improve the discovery of the truth, taking into account the dependency between the data sources. Intuitively, if two data sources provide a large number of common values and many of these values are rarely provided by other sources (e.g., particular false values), it is very likely that one copies from the other. For that purpose, we develop an argumentative approach based on propositional logic to discover the truth using a dependence measure and a set of principles between sources of information.
KW - Dependent information sources
KW - Symbolic AI
KW - Trust Argumentation
KW - Uncertainty
KW - truth-discovery
U2 - 10.1109/IINTEC48298.2019.9112104
DO - 10.1109/IINTEC48298.2019.9112104
M3 - Conference contribution
AN - SCOPUS:85087506226
T3 - 2019 International Conference on Internet of Things, Embedded Systems and Communications, IINTEC 2019 - Proceedings
SP - 192
EP - 197
BT - 2019 International Conference on Internet of Things, Embedded Systems and Communications, IINTEC 2019 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 20 December 2019 through 22 December 2019
ER -