FPGA-QNN: Quantized Neural Network Hardware Acceleration on FPGAs by Mustafa Tasci, Ayhan Istanbullu, Vedat Tumen, Selahattin Kosunalp

“…With the development of complex CNN models, a significant drawback is their high computational burden and memory requirements. The performance of a typical CNN model can be enhanced by the improvement of hardware accelerators. …”
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A robot process automation based mobile application for early prediction of chronic kidney disease using machine learning by Md. Hasan Imam Bijoy, Md. Jueal Mia, Md. Mahbubur Rahman, Mohammad Shamsul Arefin, Pranab Kumar Dhar, Tetsuya Shimamura

“…The models’ performance was assessed using accuracy, precision, recall, F1-Score, error rate, AUC, and computational time. Among the tested algorithms, MKR Stacking achieved the highest accuracy of 99.50%, outperforming Random Forest (98.75%) and MKR Voting (98%). …”
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Comparative analysis of AI-based search algorithms in solving 8 puzzle problems by Ghaniyyat Bolanle Balogun, Daniel Ibisagba, Amos Bajeh, Taofik Olawale Debo, Abdulraheem Muyideen, Olumuyiwa James Peter

“…These results suggest that A* Search, particularly with the Manhattan distance heuristic, is a highly efficient choice for solving the 8-puzzle problem, especially in contexts where computational resources are limited.…”
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The Chronicles of 5G Non-Standalone: An Empirical Analysis of Performance and Service Evolution by Giuseppe Caso, Mohammad Rajiullah, Konstantinos Kousias, Usman Ali, Nadir Bouzar, Luca De Nardis, Anna Brunstrom, Ozgu Alay, Marco Neri, Maria-Gabriella Di Benedetto

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Detection of Stator Faults in Three-Phase Induction Motors Using Stray Flux and Machine Learning by Ailton O. Louzada, Wesley A. Souza, Avyner L. O. Vitor, Marcelo F. Castoldi, Alessandro Goedtel

“…Despite advancements in non-invasive sensing, challenges remain in balancing fault detection accuracy, computational efficiency, and adaptability to real-world conditions. …”
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Efficient Fourier base fitting on masked or incomplete structured data by Fariba Karimi, Fariba Karimi, Esra Neufeld, Arya Fallahi, Arya Fallahi, Vartan Kurtcuoglu, Niels Kuster, Niels Kuster

“…Its application is demonstrated in the reconstruction of noisy and partially unreliable brain pulsation data in the context of the development of a biomarker for non-invasive craniospinal compliance monitoring and neurological disease diagnostics.DiscussionThe study investigated the impact of different analytical and numerical performance improvement measures (e.g., term rearrangement, precomputation of recurring functions, vectorization) on computational complexity and speed. Quantitative evaluations on these benchmarks demonstrated that peak reconstruction errors in masked regions remained acceptable (i.e., below 10 % of the data range for all investigated benchmarks), while the proposed computational optimizations reduced matrix assembly time from 843 s to 11 s in 3D cases, demonstrating a 75-fold speed-up compared to unoptimized implementations. …”
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Possibilities of the Hybrid Method (Three-Phase Scintigraphy-SPECT/CTAngiography) in the Diagnosis and Staging of Acute Lower Limb Ischemia by O. V. Leshchinskaya, N. Y. Kudryashova, I. P. Mikhailov, L. T. Khamidova, L. S. Kokov, I. A. Yeroshkin, B. V. Kozlovsky, E. V. Kislukhina

“…The radionuclide method (three-phase scintigraphy with an osteotropic radiopharmaceutical/single photon emission computed tomography), performed in addition to computed tomographic angiography, allows not only to detect the presence of ischemic changes in soft tissues, but also to differentiate the degree of acute ischemia of the lower. 3. …”
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Comparison of RNN and LSTM Classifiers for Sentiment Analysis of Airline Tweets by Rogaia Yousif Ahmed, Noon Fahmi Yuosif, Sarmed Awad Ahmed, Al-Baraa Ali Mohammed

“…These results highlight the trade-off between accuracy and computational cost. Limitations include dataset imbalance and LSTM’s slower computation due to its internal gate mechanisms. …”
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Robust moving horizon planning for multi-vehicles area coverage in uncertain environment using mixed-integer-programming by Mohamed Ibrahim

“…This work also proposed a novel tuple encoding to enhance the computation efficiency of the proposed planning algorithm. …”
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Multimodal surface-based transformer model for early diagnosis of Alzheimer’s disease by Quan Anh Duong, Sy Dat Tran, Jin Kyu Gahm

“…Experimental evaluations on the ADNI series dataset, using T1-weighted MRI and $$[^{18}\text {F}]$$ Fluorodeoxyglucose PET, demonstrate that the proposed model outperforms volume-based methods in both early AD diagnosis accuracy and computational efficiency. …”
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Multi-scale feature fusion and feature calibration with edge information enhancement for remote sensing object detection by Lihua Yang, Yi Gu, Hao Feng

“…Abstract Vision Transformer-based detectors have achieved remarkable success in the field of object detection, but the application of these models to high-resolution remote sensing imagery faces challenges in computational costs and performance bottlenecks due to the increased computational complexity required to process high-resolution imagery, especially when capturing fine-grained edge features. …”
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A Koopman Reachability Approach for Uncertainty Analysis in Ground Vehicle Systems by Alok Kumar, Bhagyashree Umathe, Atul Kelkar

“…First, our method effectively computes backward and forward reachable sets for a nonlinear quarter-car model with fixed parameter values. …”
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Innovative Monitoring for Aeronautical Application Through Augmented Reality by Antonio Costantino Marceddu, Alessandro Aimasso, Matteo Bertone, Paolo Maggiore, Matteo Davide Lorenzo Dalla Vedova, Bartolomeo Montrucchio

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Understanding Open Source Software Evolution Using Fuzzy Data Mining Algorithm for Time Series Data by Munish Saini, Sandeep Mehmi, Kuljit Kaur Chahal

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Prevalence of maxillary sinusitis attributed to odontogenic causes in a chilean subpopulation: a cross sectional study by Fernando Peña-Bengoa, Juan Diaz, Sven Eric Niklander, Constanza Guerrero, Carolina Cáceres, Macarena Rodríguez-Luengo, Patricio Meléndez

“…Objective: To analyze the prevalence of maxillary sinusitis attributed to odontogenic causes in a Chilean Subpopulation using cone-beam computed tomography (CBCT) scans. Material and Methods: One hundred and thirty-nine CBCT scans from patients with a previous radiological diagnosis of maxillary sinusitis were evaluated. …”
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The Influence of Medical Expertise and Information Search Skills on Medical Information Searching: Comparative Analysis From a Free Data Set by Aline Chevalier, Cheyenne Dosso

“…ConclusionsAlthough medical students and residents generally outperformed computer science students, they did not frequently use evidence-based tools. …”
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An Assessment of the Efficacy of Erbium Glass Laser Therapy in Acne Scar Treatment Using Image Analysis and Processing Methods by Wiktoria Odrzywołek, Anna Deda, Dagmara Kuca, Anna Banyś, Krzysztof Makarski, Robert Koprowski, Sławomir Wilczyński

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Broadband EM Performance Characteristics of Single Square Loop FSS Embedded Monolithic Radome by Raveendranath U. Nair, J. Madhumitha, Rakesh M. Jha

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Benchmarking RCGAu on the Noiseless BBOB Testbed by Babatunde A. Sawyerr, Aderemi O. Adewumi, M. Montaz Ali

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Binomial Thinning Integer-Valued AR (1) with Poisson – α Fold Zero Modified Geometric Innovations by Maryam Shalbaf, Gholamali Parham, Rahim Chinipardaz

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