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An explainable transformer model for Alzheimer’s disease detection using retinal imaging
Published 2025-07-01“…The Retformer model outperforms a variety of benchmark algorithms across different performance metrics by margins of up to 11%.…”
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3523
Advanced Hybrid Machine Learning Model for Accurate Detection of Cardiovascular Disease
Published 2025-03-01“…The comparative results prove that the proposed hybrid model scored the highest accuracy of 97.8%, 96.15% sensitivity, and 96.75% specificity and 98.6% ROC_AUC score when compared with the existing techniques and models after applying the SMOTE–ENN (for data balancing) and Chi-square (for feature selection) methods for the efficient detection of cardiovascular disease. …”
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3524
Towards scalable medical image compression using hybrid model analysis
Published 2025-02-01“…The performance of SDWTCNN is evaluated using different performance metrics, demonstrating its effectiveness in maintaining image quality at various compression rates. …”
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3525
Comparison of CatBoost and LightGBM Models for Air Humidity Prediction
Published 2025-06-01“…This study uses historical weather data from the Badan Meteorologi, Klimatologi, dan Geofisika (BMKG) to evaluate the performance of two combination machine learning models, LightGBM and CatBoost, in predicting air humidity. …”
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3526
IMP‐DETR: Optimization model for defect detection of injection‐moulded products
Published 2024-12-01“…The model constructs a feature extraction backbone network with the inverted residual mobile block module to extract key information and reduce interference from irrelevant backgrounds while maintaining lightweight. …”
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3527
Depth prediction of urban waterlogging based on BiTCN-GRU modeling.
Published 2025-01-01“…This model integrates Bidirectional Temporal Convolutional Networks (BiTCN) and Gated Recurrent Units (GRU) to enhance prediction performance. …”
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3528
Evaluation of Effectiveness of Arima Model Predictions in Investment Portfolio Formation and Management
Published 2025-06-01“…Many choose to take advantage of a wide variety of forecasting models in order to enhance investment portfolio performance results. …”
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3529
A Systematic, Cross-Model Evaluation of Ensemble Light Scattering Sensors
Published 2023-11-01“…Despite the popularity of this model, little attention has been given to the later models of the Sharp GP2Y sensor, whose optical chambers are identical but have modified circuitry with features such as enhanced sensitivity and precision. …”
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3530
Benchmarking CNN Architectures for Tool Classification: Evaluating CNN Performance on a Unique Dataset Generated by Novel Image Acquisition System
Published 2025-01-01“…The results show that diffuse illumination and complete tool views provide the best classification conditions, while restricted image sections with homogeneous illumination negatively affect model performance. Among the evaluated training strategies, fine-tuning proved the most efficient training method for developing CNN models for tool classification.…”
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3531
Neural Personalized Ranking via Poisson Factor Model for Item Recommendation
Published 2019-01-01“…However, most of existing methods simplify the implicit frequency feedback to binary values, which make collaborative filtering unable to accurately learn the latent user and item features. Moreover, the traditional collaborating filtering methods generally use the linear functions to model the interactions between latent features. …”
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3532
An open source code for modeling radio wave propagation in earth’s ionosphere
Published 2025-02-01“…In this paper, we provide a thorough description of the design and features of FARR. We also highlight specific use cases for future work, including coupling to external models for ionospheric densities, quantifying HF/VHF scintillation, and simulating radar backscatter. …”
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3533
Implementing Astronomical Potential and Wavelet Analysis to Improve Regional Tide Modeling
Published 2025-06-01“…Model performance was assessed through comparison with tide gauge observations. …”
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3534
A large language model for multimodal identification of crop diseases and pests
Published 2025-07-01“…Simultaneously, the model incorporates the Q-Former framework for effective modal alignment between language models and image features. …”
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3535
Smart adaptive ensemble model for multiclass imbalanced nonstationary data streams
Published 2025-07-01“…Abstract In real-time streaming data, concept drift and class imbalance may occur simultaneously which causes the performance degradation of the online machine learning models. …”
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3536
LNT-YOLO: A Lightweight Nighttime Traffic Light Detection Model
Published 2025-06-01“…The LNT-YOLO model outperforms the original YOLOv7-tiny model and other state-of-the-art object detection models in mAP performance by 13.7% to 26.2% on the TN-TLD dataset and by 9.5% to 24.5% on the LISA dataset. …”
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3538
Study on an effective integrated model of Ka-band mobile satellite channel
Published 2012-11-01“…In order to describe the Ka-band mobile satellite communications channel fading features more realitically,a mobile satellite integrated channel model was proposed.The characteristics of the mobile satellite propogation channel were analysed in detail.Weather conditions,as well as multi-path fading and shadowing were taken into account as main influencing factors.On this basis,airspace channel model was built obeying the Gaussian distribution as well ground surface,which obey Rice,Rayleigh and Lognormal joint distribution.Then the integrated channel model was presented considering weather effects on condition that the two parts are independent each other in the influence of the channel characteristics.The mathematical analysis model and simulation model of the new integrated channel model were established respectively.Finally,the BER(bit error rate)performance was analyzed for different weather conditions and shadows.Compared with the theoretical BER,the integrated channel model in satellite mobile communication systems is correct and reasonable.…”
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3539
Novel Hybrid Deep Learning Model for Forecasting FOWT Power Output
Published 2025-07-01“…A hybrid deep learning model combining Convolutional Neural Networks (CNNs) and Long Short-Term Memory (LSTM) networks is proposed to predict the performance of FOWTs accurately and more efficiently than traditional numerical models. …”
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3540
Semantic-BERT and semantic-FastText model for education question classification
Published 2025-05-01“…A dataset of 2,173 educational questions covering five question classes (5W1H) is used for training and validation. The model evaluation uses a confusion matrix and K-Fold cross-validation, ensuring robust performance assessment. …”
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