Category: 7. Maths

Comparison of different approaches to network construction

This section examines how varying methodologies influence the structure of the RSN derived from the cookbook database. Specifically, we analyse the centrality of nodes in the RSN built…

The model as shown in the Fig. 3. The left subfigure shows the framework of NA-KGACL, consists of four parts: 1) Embedding Layer, which parameterizes each node into a vector to construct the CKG; 2) Attentional embedding propagation Layer,…

In this section, we use the fixed-point theorems of Banach, Krasnoselskii, and Schauder to establish theorems on the existence, uniqueness, Ulam-Hyers stability, and controllability of the proposed system (2). Initially, as explained in the…

Definition 1

(Social Network Attributed Graph): A social network can be represented as an attributed graph G, a 4-tuple \(\:G=\left(V,E,NT,ST\right)\) where the vertex set

Federated Learning in IoT smart homes presents challenges related to inefficient client selection, data heterogeneity, security threats, and lack of incentive mechanisms. The proposed Incentive-Aware Federated Bargaining (IAFB) framework…

Segmentation performance

To evaluate the performance of our proposed vertebra segmentation framework, we conducted quantitative experiments on the VerSe 2019/2020 datasets, using three standard metrics: Dice Similarity Coefficient (DSC), 95th…

It has been demonstrated through the work of numerous researchers that XOR-free operations would significantly speed up the execution of any algorithms. It has been intended to make XOR-free computation easier by keeping the overall impact of XOR…

Figure 2 presents a modular architecture that employs feedback mechanisms to optimize portfolios with multiple objectives. The process initiates with the acquisition of raw data on investors and assets from the FAR-Trans dataset. Subsequently,…