FCEEG: federated learning-based seizure diagnosis through electroencephalogram (EEG) analysis by Zheng You Lim, Ying Han Pang, Shih Yin Ooi, Sarmela Raja Sekaran, Yee Jian Chew

“…However, these AI models require centralized data processing, thereby raising privacy concerns. …”
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Prediction of Attention Groups and Big Five Personality Traits from Gaze Features Collected from an Outlier Search Game by Rachid Rhyad Saboundji, Kinga Bettina Faragó, Violetta Firyaridi

“…Our proposed methodology consists of a pipeline of steps for extracting fixation and saccade features from raw gaze data and training machine learning models to classify the Big Five personality traits and attention-related processing speed/accuracy levels computed from the Group Bourdon test. …”
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Case of Preferential Selection of Attribute over Variable Control Charts in Trend Analysis of Microbiological Count in Water by Mostafa Essam Eissa, Engy Refaat Rashed, Dalia Essam Eissa

“…On the other hand, other advantages could be retained when using the Laney chart where no transformation was implemented on original raw data. The selection should be based on the nature of the process aim and condition. …”
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Multiscale fusion enhanced spiking neural network for invasive BCI neural signal decoding by Yu Song, Yu Song, Liyuan Han, Tielin Zhang, Bo Xu, Bo Xu

“…Initially, the MFSNN employs temporal convolutional networks and channel attention mechanisms to extract spatiotemporal features from raw data. It then enhances decoding performance by integrating these features through skip connections. …”
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THE PHYSICAL PROPERTIES OF THE CASEIN IN SOLUTION: EFFECT OF ULTRA-HIGH PRESSURE by Roman O. Budkevich, Anastasia I. Eremina, Ivan A. Evdokimov, Nikita M. Fedortsov, Alexey A. Martak, Elena V. Budkevich

“…The fluorescence of casein during pressure treatment is a poorly investigated physical indicator and can be important for the processing of raw milk.…”
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Effect of bit-size reduced half-precision floating-point format on image pixel characterization for AI applications by J. Jean Jenifer Nesam, S. Sankar Ganesh, Sitharthan Ramachandran

“…For any image application, it becomes necessary to monitor the area and power trade-offs related to the amount of bits used to process the raw data. This work assists in selecting the bit-size for internal computations based on the accuracy requirements of the application by reporting the area, and power for various bit size reductions. …”
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Rice husk biochar: production and sorption properties by O. Kupriyashkina

“…Rice husk processing is not only a global problem, but also an acute one in Ukraine - utilization and processing of rice husks into a targeted secondary product is an urgent and promising task, given the volume of their accumulation. …”
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Adsorptive Removal of Pb(II) Ions from Aqueous Solution Using a Coir-Based Product (Puresorbe) by D. Nityanandi, C.V. Subbhuraam

“…Desorption studies carried out using distilled water adjusted to a pH value of 2.0–7.0 suggested that the adsorption mode could be ion exchange. As the adsorbent raw material is discarded as waste during coir processing, usage of this material is expected to be economically viable.…”
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Analysis of Just In Time Implementation as an Effort to Increase Production Efficiency in the Plywood Industry by Fitrotul Azizah, Ari Fahimatussyam Putra Nusantara

“…The methodology used in this study is a qualitative approach with a descriptive type. Data collection techniques include observation, interviews, and documentation. …”
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Semi-Supervised Learned Autoencoder for Classification of Events in Distributed Fibre Acoustic Sensors by Artem Kozmin, Oleg Kalashev, Alexey Chernenko, Alexey Redyuk

“…The autoencoder extracts essential features from raw data using unlabeled data, improving the model’s ability to learn meaningful representations. …”
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An Enhanced, Real-Time, Low-Cost GNSS/INS Integrated Navigation Algorithm and Its Platform Design by Pengcheng Wang, Yuting Gao, Qingzhi Zhao, Yalong Wang, Feng Zhou, Dengxiong Zhang

“…The algorithm supports loosely coupled integration of GNSS position data and raw inertial measurement unit (IMU) data, utilizing a 4G data transmission unit (DTU) for real-time data transmission and performing loosely coupled computations on the received data. …”
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Recognizing Different Foot Deformities Using FSR Sensors by Static Classification of Neural Networks by Ayham Darwich, Ebrahim Ismaiel, Ayman Al-kayal, Mujtaba Ali, Mohamed Masri, Hasan Mhd Nazha

“…The implementation of FNN achieved an accuracy of 96.6% using 50% of the dataset as training data and 92.8% using only 30% training data. The comparison with related work shows good impact of using the differential values of pressure points as input for neural networks compared with raw data. …”
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Research on Cultivated Land Quality Assessment at the Farm Scale for Black Soil Region in Northeast China Based on Typical Period Remote Sensing Images from Landsat 9 by Meng Gao, Zhao Yang, Xiaoming Li, Hongmin Sun, Yanhong Hang, Boyu Yang, Yang Zhou

“…The method provides significant references for future research on cultivated land quality assessment at the farm scale in terms of remote sensing image data processing and model construction.…”
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Touch of Privacy: A Homomorphic Encryption-Powered Deep Learning Framework for Fingerprint Authentication by U. Sumalatha, K. Krishna Prakasha, Srikanth Prabhu, Vinod C. Nayak

“…TenSEAL ensures all computations occur in the encrypted domain, preventing raw biometric data exposure during authentication. …”
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Thermodynamic, isotherm and kinetic studies lead ions adsorption onto Manihot esculenta chaff surface by Ali El-Rayyes, Ibrahim Arogundade, Edwin Andrew Ofudje, Moamen S. Refat, Amnah Mohammed Alsuhaibani, James Asamu Akande, Ezekiel Folorunso Sodiya

“…The data of equilibrium by the raw M. esculenta chaff indicate an excellent fit for the Langmuir isotherm model, while the Freundlich isotherm well described the acid-modified chaff data. …”
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Real-Time Failure Prediction of ROADMs by GAN-Enhanced Machine Learning by Takeshi Naito, Shota Nishijima, Yuichiro Nishikawa, Akira Hirano

“…For this purpose, we implemented Docker container applications in WhiteBox Cassini to acquire the real-time raw digital data. By using the captured data, we generated CNN models for the detections in off-line processing and used them for real-time detections. …”
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Comparison of anonymization techniques regarding statistical reproducibility. by David Pau, Camille Bachot, Charles Monteil, Laetitia Vinet, Mathieu Boucher, Nadir Sella, Romain Jegou

“…<h4>Results</h4>87 items were produced on the raw cohort data and then reproduced on each of the four anonymized data. …”
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Comparative metabolic study of planktonic and sessile cells in Salmonella Enteritidis ATCC 13076: Elucidating metabolic pathways driving biofilm formation. by Yuliany Guillín, Claudia Ortiz, William Hidalgo

“…For data processing, XCMS was used for feature detection, retention time, correction and alignment. …”
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Deep Learning-Based Real-Time Driver Cognitive Distraction Detection by Matteo Fresta, Francesco Bellotti, Igor Bochenko, Luca Lazzaroni, Gaetan Merlhiot, Fabio Tango, Riccardo Berta

“…Second, also with the support of AI explainability, we showed that processing vehicular data is fundamental to ensure performance, while physiological signals provide a less important, but still useful, contribution. …”
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Nonlinear characteristics of gait signals in neurodegenerative diseases by Yang Yue, Na Chang, Zonglin Shi

“…In contrast, the filtered data showed relatively smaller fluctuations and a smoother curve, indicating that the filtering process effectively reduced noise in the data and enhanced its stability. …”
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