Federated Learning has emerged as an approach to distributed learning that utilizes artificial intelligence (AI) to protect data privacy on edge networks and devices. However, Federated Learning-based Internet of Things (IoT) edge networks can still be vulnerable to distributed denial of service (DDoS) attacks which can negatively influence the operations of Federated Learning models running on these networks. Current methods for detecting DDoS primarily focus on securing devices and data, overlooking model protection. In this paper, we utilize and adapt Federated Explainable AI (FedXAI), a Federated Learning designed with SHapley Additive exPlanations (SHAP) to enhance DDoS detection and interpretation within Federated Learning on IoT networks. FedXAI provides interpretable insights into the models that can be crucial for identifying anomalies indicative of DDoS. Our results show that FedXAI improves DDoS detection, contributing to data and model security with higher accuracy, precision, recall, and F-score than the selected baseline models.
In this approach, amidol, a toxic organic chemical, is used as a staining developer electrochemically detected by using binary SnO<sub>2</sub>@Nd<sub>2</sub>O<sub>3</sub> nanocomposites (NCs) by deposition onto a flat glassy carbon electrode (GCE).
Our goal in this paper is to find the form of solutions for the following systems of rational difference equations: \[ x_{n+1}=\frac{x_{n-3}y_{n-4}}{y_{n}(\pm 1\pm x_{n-3}y_{n-4})},\quad y_{n+1}=\frac{y_{n-3}x_{n-4}}{x_{n}(\pm 1\pm y_{n-3}x_{n-4})},\quad n=0,1,\ldots, \] where the initial conditions have non-zero real numbers.
In the paper by Asiri et al. [Acta Cryst. (2012), E68, o1154], the title and the chemical name of one of the reagents used in the synthesis are corrected.[This corrects the article DOI: 10.1107/S1600536812011579.].
The title Schiff base compound, C(23)H(23)N(5)O, was synthesized by the reaction of 4-amino-phenazone and 3,5-dimethyl-1-phenyl-pyrazole-4-carbaxaldehyde. The mol-ecule adopts an E configuration about the central C=N double bond. A weak intra-molecular C-H⋯O hydrogen bond generates an S(6) ring motif. The dihedral angle between the pyrazole rings is 24.72 (10)° and the dihedral angles between the pyrazole rings and the adjacent phenyl rings are 58.67 (10) and 46.58 (11)°. The crystal structure is stabilized by weak C-H⋯π inter-actions involving the pyrazolone and phenyl rings.
