Ensemble of feature augmented convolutional neural network and deep autoencoder for efficient detection of network attacks by Selvakumar B, Sivaanandh M, Muneeswaran K, Lakshmanan B

“…To assess the stated ensemble model, numerous experiments are conducted on benchmark datasets like NSL-KDD and CICDS2017. The result findings are compared with the recent methodologies to assess the performance of the stated work. …”
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MRI Features of Malignant Transformation of Pelvic Endometriosis: A Systematic Review by Shirin Yaghoobpoor

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The real-time data processing framework for blockchain and edge computing by Zhaolong Gao, Wei Yan

“…For instance, on the BoT-IoT dataset, the classification accuracy reaches 97.5%, throughput increases to 920 TPS, and response time stays below 85 ms. …”
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Case report of familial hypercholesterolemia with internal carotid neck swelling by Sudesh Kumar, Prajna Ray, Ranita Sahana

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Representative Metagenomes of Mesophilic Biogas Reactor Across South Korea by Darsha Prabhaharan, Young Wook Go, Hyunjin Kim, Seongcheol Kang, Byoung-In Sang

“…However, substantial knowledge gaps persist, particularly in understanding the specific microbial communities involved in biogas production in countries such as South Korea. The present dataset addresses one of these gaps by providing comprehensive information on the metagenomes of five full-scale mesophilic biogas reactors in South Korea. …”
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Giant Water Bugs, Electric Light Bugs, Lethocerus, Abedus, Belostoma (Insecta: Heteroptera: Belostomatidae) by Paul M. Choate

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Breast cancer ultrasound image segmentation using improved 3DUnet++ by Saba Hesaraki, Abdul Sajid Mohammed, Mehrshad Eisaei, Ramin Mousa

“…The three investigated approaches were evaluated on equal datasets in terms of training and testing as well as with proportional hyperparameters. …”
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A speech recognition method with enhanced transformer decoder by Hengbo Hu, Tong Niu, Zhenhua He

“…Experimental results on the Mandarin Aishell-1 dataset demonstrate that when the encoder is a Conformer, the enhanced decoder achieves a 16.1% reduction in character error rate compared to the Transformer decoder. …”
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IMPACT OF GOVERNANCE AND ECONOMIC FACTORS ON INFORMAL EMPLOYMENT IN WEST AFRICA by Oluwaseun Isiaka Adekoya, Musa Ilias Biala

“…The neo-liberal model is the theoretical framework underlying the study. Using panel dataset collected on 16 West African countries for the period of 2010-2020, the study estimated the fixed and random effects regressions of the model. …”
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Nudibranch Suborders Classification based on Densely Connected Convolutional Networks by Timothy Christyan, Safitri Yuliana Utama, Bagus Tri Yulianto Darmawan, Faisal Dharma Adhinata

“…For DenseNet, we use 121, 169, and 201 layers; meanwhile, we only use the baseline algorithm for EfficientNet. The dataset for research is randomly taken from marine fauna forums on the internet. …”
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AN ENHANCED MULTIMODAL BIOMETRIC SYSTEM BASED ON CONVOLUTIONAL NEURAL NETWORK by LAWRENCE OMOTOSHO, IBRAHIM OGUNDOYIN, OLAJIDE ADEBAYO, JOSHUA OYENIYI

“…The developed multimodal biometrics system was evaluated on a dataset of 700 iris and facial images, the training database contain 600 iris and face images, 100 iris and face images were used for testing. …”
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Capsule neural network and adapted golden search optimizer based forest fire and smoke detection by Luling Liu, Li Chen, Mehdi Asadi

“…Testing this model on wildfire smoke imagery and the BowFire dataset reveals that the proposed methodology outperformed traditional feature selection and classification methods. …”
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Research on geographic information update index of RTK location big data by Xiangqiang Zeng, Fengsong Zhou, Minsi Ao, Chunhua Chen

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Pathways for Social Equity: An Audit of Bureaucratic Representation, Diversity, and Cultural Competency in Florida Nursing Homes by Austin M. McCrea, Kenicia Wright, Xiaoyang Xu, Noah Pruitt

“…While many organizations implement reforms across all three of these dimensions simultaneously, existing applications in the literature tend to only focus on one at a time—potentially obfuscating the true impact of social equity reforms within public organizations. By constructing a dataset of over 600 nursing homes in Florida, our descriptive analysis reveals that nursing homes are unrepresentative, lack diversity, and tend to provide culturally competent care in underperforming homes. …”
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Harnessing artificial intelligence for predicting breast cancer recurrence: a systematic review of clinical and imaging data by Jaqueline Alvarenga Silveira, Alexandre Ray da Silva, Mariana Zuliani Theodoro de Lima

“…Despite these advancements, limitations such as dataset diversity, sample size, and evaluation standardization persist, emphasizing the need for further research. …”
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PANEL STUDY OF CREDIT MANAGEMENT DIMENSIONS AND LOAN PERFORMANCE OF NIGERIAN BANKS by Oloruntoba Oyedele, A. O Ahmed

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Adaptive enhancement of shoulder x-ray images using tissue attenuation and type-II fuzzy sets. by Qifeng Liu, Yong Han, Lu Shen, Jialei Du, Marzia Hoque Tania

“…When tested on certain images from the MURA dataset, the proposed method achieved the best or second-best results, outperforming five no-reference image quality assessment metrics. …”
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Diversity of Mycobacterium tuberculosis Complex Lineages Associated with Pulmonary Tuberculosis in Southwestern, Uganda by Lisa, Nkatha Micheni, Kennedy, Kassaza, Hellen, W. Kinyi

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Construction of “Biomigration – Regional Cooling” Multi-functional Ecological Network in Wuhan Urban Agglomeration by Jiajie LI, Yuanyuan GU, Zhong XING

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Subtyping Social Determinants of Health in the "All of Us" Program: Network Analysis and Visualization Study by Suresh K Bhavnani, Weibin Zhang, Daniel Bao, Mukaila Raji, Veronica Ajewole, Rodney Hunter, Yong-Fang Kuo, Susanne Schmidt, Monique R Pappadis, Elise Smith, Alex Bokov, Timothy Reistetter, Shyam Visweswaran, Brian Downer

“…ObjectiveThis study aims to analyze the All of Us dataset for addressing two research questions: (1) What are the range of and responses to survey questions related to SDoH? …”
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