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Carte Fact checking by data partitioning Lamine Mouhamadou Ba

Fact checking by data partitioning

Autor: Lamine Mouhamadou Ba
Limbă: engleză
Legare: Carte broșată
Editura: Our Knowledge Publishing
Disponibilitate: În depozitul extern
Expediem în 8-11 zile
191.73 lei
In this paper, we propose a novel fact-checking (truth-finding) strategy based on machine learning d...

Informații despre carte

Autor
Lamine Mouhamadou Ba
Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2022
Pagini
72
EAN
9786205390689
ISBN
620539068X
Enbook ID
42273538
Editura
Our Knowledge Publishing
Greutate
125
Dimensiuni
150 x 220 x 5

Descriere completă

In this paper, we propose a novel fact-checking (truth-finding) strategy based on machine learning data clustering with the k-means method combined with the silhouette index to determine the optimal value of k, in order to detect the optimal partition of the set of attributes. Such an optimal partition maximizes the accuracy of the truth-finding process without having to explore all possible partitions. Results from our intensive experiments on synthetic and real data show that our approach outperforms those in (Lamine Ba et al., 2015), with a more reasonable computational time cost. Finally, we sketch a way to parallelize a given truth-finding process using the MapReduce paradigm with a view to avoiding the explosion of execution time when the size of the input data increases.

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