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Reflective Distributed Denial of Service Detection: A Novel Model Utilizing Binary Particle Swarm Optimization-Simulated Annealing for Feature Selection and Gray Wolf Optimization-Optimized LightGBM Algorithm.
Sensors (Basel)
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College of Computer and Information Engineering, Inner Mongolia Agricultural University, Hohhot 010018, China.
The fast growth of the Internet has made network security problems more noticeable, so intrusion detection systems (IDSs) have become a crucial tool for maintaining network security. IDSs guarantee the normal operation of the network by tracking network traffic and spotting possible assaults, thereby safeguarding data security. However, traditional intrusion detection methods encounter several issues such as low detection efficiency and prolonged detection time when dealing with massive and high-dimensional data.
View Article and Find Full Text PDFCross-tissue comparison of telomere length and quality metrics of DNA among individuals aged 8 to 70 years.
PLoS One
February 2024
Department of Biobehavioral Health, Penn State University, University Park, Pennsylvania, United States of America.
Telomere length (TL) is an important biomarker of cellular aging, yet its links with health outcomes may be complicated by use of different tissues. We evaluated within- and between-individual variability in TL and quality metrics of DNA across five tissues using a cross-sectional dataset ranging from 8 to 70 years (N = 197). DNA was extracted from all tissue cells using the Gentra Puregene DNA Extraction Kit.
View Article and Find Full Text PDFUtilizing convolutional neural networks to classify monkeypox skin lesions.
Sci Rep
September 2023
Department of Computer Science, Faculty of Science, Minia University, Minya, Egypt.
Monkeypox is a rare viral disease that can cause severe illness in humans, presenting with skin lesions and rashes. However, accurately diagnosing monkeypox based on visual inspection of the lesions can be challenging and time-consuming, especially in resource-limited settings where laboratory tests may not be available. In recent years, deep learning methods, particularly Convolutional Neural Networks (CNNs), have shown great potential in image recognition and classification tasks.
View Article and Find Full Text PDFPostherpetic granulomatous dermatitis occurring in the setting of immune checkpoint inhibitor therapy: A case report.
J Cutan Pathol
January 2024
Department of Dermatology, Medical College of Georgia at Augusta University, Augusta, Georgia, USA.
We report a case of a 72-year-old man presenting with a 2-month history of a persistent, painful rash of the chest, axilla, and back. He had a history of recently resolved varicella zoster virus reactivation in the same distribution of the current rash and metastatic malignant melanoma treated with nivolumab and ipilimumab. The histopathology was consistent with granulomatous dermatitis (GD), and a diagnosis of postherpetic isotopic response manifesting as GD was made.
View Article and Find Full Text PDFMorphea as an isotopic response to pigmented purpuric dermatosis and lichen striatus.
Pediatr Dermatol
January 2024
Division of Dermatology, Department of Pediatrics, Seattle Children's Hospital, University of Washington, Seattle, Washington, USA.
Article Synopsis
- Morphea is a rare skin condition characterized by inflammation and fibrosis, presenting in various ways.
- The report discusses two cases where morphea appeared as an isotopic response following a benign skin disease, focusing on the connection between the two.
- It emphasizes the need for follow-up care for benign skin issues like lichen striatus and pigmented purpuric dermatoses, as they can lead to the uncommon development of morphea.
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