Khayra Bencherif

• Professor (Assistant) at Ecole Superieure en Informatique, Sidi Bel-Abbes, Algeria

Big Data Analysis is a solution that makes it possible to extract valuable information from the mass of data by using deep learning algorithms and especially the Convolutional Neural Network algorithm. In this article, we have proposed an approach that allows the addition of the semantic aspect in the classification layer of the Convolutional Neura...

Big Data, with their potential to provide a valuable insight into the improved decision-making process, has recently garnered considerable benefit from both practitioners and academics. Given the heterogeneity, the scalability, the velocity, the veracity, and the value of data, Big Data has emerged where we face the major challenges of acquisition,...

This article describes how the Linked Open Data Cloud project allows data providers to publish structured data on the web according to the Linked Data principles. In this context, several link discovery frameworks have been developed for connecting entities contained in knowledge bases. In order to achieve a high effectiveness for the link discover...

Semantic mashup applications allow automating the process of services and data integration to create a composite application with a new user interface. Nevertheless, existing mashup applications need to improve the matching methods for discovering semantic services. Moreover, they have to create or modify workflows in mashup applications without th...

With the coming of Web 2.0, several technologies are developed to facilitate creating, sharing and reusing of web resources. In this context, the mashup is a novel approach that allows the user to aggregate multiples services to create a single one with a new user interface. However, a key limitation of existing mashups applications is the need to...

The Linked Open Data Cloud is a project that uses RDF formalism to publish data in the form of a triple on the web under open licence. With the ever increasing amount of data sets available in the LOD Cloud, it is already beyond the human capability to integrate heterogeneous data manually. So far, the task of Linked Data fusion entails a significa...