Fact checking by data partitioning

Name: Fact checking by data partitioning
Brand: Our Knowledge Publishing
SKU: 9786205390689
Price: 36.66 EUR
Availability: InStock

Автор: Lamine Mouhamadou Ba

Език:

Корици: С меки корици

Издател: Our Knowledge Publishing

Наличност: Външен склад

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36.66 € 71.69 лв

In this paper, we propose a novel fact-checking (truth-finding) strategy based on machine learning d...

Информация за книгата

Автор

Lamine Mouhamadou Ba

Език

Английски език

Корици

Книга - С меки корици

Издадена

2022

страници

EAN

9786205390689

ISBN

620539068X

Enbook ID

42273538

Издател

Our Knowledge Publishing

Теглоt

125

Размери

150 x 220 x 5

Пълно описание

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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Fact checking by data partitioning

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