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Optimizing non small cell lung cancer detection with convolutional neural networks and differential augmentation
Published 2025-05-01“…The research utilized multiple datasets, including the IQ-OTH/NCCD dataset, to evaluate the proposed model against existing state-of-the-art methods. Hyperparameter tuning was performed using Random Search to optimize parameters, further improving performance. …”
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483
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Quantum-enhanced beetle swarm optimized ELM for high-dimensional smart grid intrusion detection
Published 2025-07-01“…Abstract This study proposes a novel smart grid intrusion detection model, combining a quantum-enhanced beetle swarm optimization algorithm with extreme learning machine (QBOA-ELM), with the aim of improving detection accuracy, efficiency, and robustness. …”
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486
Unraveling deep-learning detection of atmospheric Kármán vortex streets: dataset, baseline benchmarking, and optimization
Published 2025-07-01“…Different types of advanced algorithms were applied on the dataset, yielding baseline performance metrics and potential detection methods. Additionally, we proposed two optimization strategies tailored to Kármán vortex streets detection. …”
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487
Optimizing IoT intrusion detection with cosine similarity based dataset balancing and hybrid deep learning
Published 2025-08-01“…The proposed model achieved an F1-score of 0.9758 on RT-IoT2022 and 0.9275 on UNSW Bot-IoT, outperforming SMOTE-based methods in accuracy and computational efficiency. …”
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488
Optimized Yolov5s-Im for real-time apple flower detection in drone-based pollination
Published 2025-12-01Get full text
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489
Reflective Distributed Denial of Service Detection: A Novel Model Utilizing Binary Particle Swarm Optimization—Simulated Annealing for Feature Selection and Gray Wolf Optimization-...
Published 2024-09-01“…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. …”
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490
Optimal selection of diagnostic method for diabetes mellitus using complex bipolar fuzzy dynamic data
Published 2025-01-01Get full text
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491
Using the optimal combined index weight ratio to improve the probability of anomaly detection in big area additive manufacturing
Published 2025-12-01“…We show that approach 1 delivers optimal anomaly detection performance in select cases while approach 2 fares better in practice. …”
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492
An Anti-Interrupted-Sampling Repeater Jamming Method Based on Simulated Annealing–2-Optimization Parallel Optimization of Waveforms and Fractional Domain Extraction
Published 2025-05-01“…Firstly, the proposed method employs the SA-2opt parallel optimization algorithm to optimize the joint frequency and chirp rate encoding waveform. …”
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493
An Optimal Two-Step Approach for Defense Against Poisoning Attacks in Federated Learning
Published 2025-01-01“…Nevertheless, these defense methods demonstrate sub-optimal performance in retaining benign local models while discarding poisoned local models, primarily due to inadequate filtering strategies. …”
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494
Fusobacterium nucleatum and Bacteroides fragilis detection in colorectal tumours: Optimal target site and correlation with total bacterial load.
Published 2022-01-01“…The optimal detection site was the tumour luminal surface (TLS). …”
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495
A deep learning approach to detect diseases in pomegranate fruits via hybrid optimal attention capsule network
Published 2024-12-01“…Nowadays, several machine learning and deep learning methods are used to identify pomegranate fruit diseases automatically and effectively. …”
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496
Toward lightweight intrusion detection systems using the optimal and efficient feature pairs of the Bot-IoT 2018 dataset
Published 2021-10-01“…This way, the optimal and efficient feature pairs and the lightweight intrusion detection systems were determined. …”
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497
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Smart deep learning model for enhanced IoT intrusion detection
Published 2025-07-01“…These results highlight the potential of our proposed method to enhance intrusion detection, system integrity, fraud prevention, and ultimately optimize overall network performance.…”
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499
GNSS time series analysis of the crustal movement network of China: Detecting the optimal order of the polynomial term and its effect on the deterministic model
Published 2025-07-01“…This finding reminds us that the detection of the optimal-order polynomial is necessary when we aim to acquire an accurate understanding of the crustal movement features.…”
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500
Kneeliverse: A universal knee-detection library for performance curves
Published 2025-05-01“…Kneeliverse further includes Z-Method, a recently developed algorithm specifically designed for multi-knee detection.…”
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