Category: 7. Maths

The study procedure starts with the careful collection of data from the CICIDS2018 dataset, which is then preprocessed to make it appropriate for the classifiers. Addressing missing values and transforming categorical variables into numerical…

Assume that the set \({\mathcal{Q}}_{altr.} = \left\{ {{\mathcal{Q}}_{altr. – 1} , {\mathcal{Q}}_{altr. – 2} , \ldots , {\mathcal{Q}}_{{altr. – {\mathfrak{n}}}} } \right\}\) denote the family of alternatives and the set \({\mathcal{E}}_{atr.} =…

Dataset Preparation

From January 1, 2012, to December 31, 2023, a cohort of 3,314 patients aged 18 years or older who underwent both CT and MRI for back pain within one month was identified. We excluded 1,776 patients with significant lumbar spine…

Our designed multi-perspective dynamic consistency (MPDC) framework is shown in Fig. 2. The proposed architecture is composed of three parallel branches for multi-perspective collaborative learning. Specifically, we adopt two different…

The proposed research process is focused on the following hypotheses:

H1

The adoption and usage of an IoT, AI, and digital assistance-based solution for transitional care can reduce the patients’…

Results

The suggested approach utilizing VGG19 DNN and HHOA achieved significant improvements.

In discovering DDoS attacks on smart grids. The accuracy of DDoS attacks detection was measured using various evaluation metrics, including precision,…

As shown in Fig. 1, the structure of LEGO-Net’s encoder primarily incorporates the Channel Feature Enhancement Module (CFEM). For the decoder, it employs a bilinear interpolation method to elevate the feature map’s resolution to match that of…

As a new metaheuristic optimization algorithm³⁸ TSA operates to solve complicated optimization problems that include Ordinary Differential Equations (ODEs). TSA receives its foundation from observing how particles react to thermodynamic systems…

Model experience

Detection performance of the model

Underwater environments are complex and diverse, with varying light intensity and frequent interference from other marine life. Additionally, the scale of human targets varies, making model…

Deep learning algorithm and model design

The convolution layer in the convolutional neural network (CNN) can use several convolution kernels with different sizes to convolution data such as text vectors and capture local features with different…