A blockchain-enabled secure searchable-encryption-based data transaction protocol by Xingyun Hu, Yidan Chen, Haopeng Fan, Hualin Xu, Haoyuan Xue, Qifeng Tang, Siqi Lu, Yongjuan Wang

“…In the proposed protocol, the transaction platform does not gain access to the provider’s raw data, and the data provider has all decisionmaking rights over the data. …”
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Adaptive Trust Management for Data Poisoning Attacks in MEC-Based FL Infrastructures by Basma Hathout, Paul Shepherd, Tasos Dagiuklas, Khaled Nagaty, Abeer Hamdy, Jonathan Rodriguez

“…Such integration reduces latency and facilitates real-time processing and decision-making while ensuring data privacy. …”
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A Primer for Disease Gene Prioritization Using Next-Generation Sequencing Data by Shuoguo Wang, Jinchuan Xing

“…High-throughput next-generation sequencing (NGS) technology produces a tremendous amount of raw sequence data. The challenges for researchers are to process the raw data, to map the sequences to genome, to discover variants that are different from the reference genome, and to prioritize/rank the variants for the question of interest. …”
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Subfamily evolution analysis using nuclear and chloroplast data from the same reads by Eranga Pawani Witharana, Takaya Iwasaki, Myat Htoo San, Nadeeka U. Jayawardana, Nobuhiro Kotoda, Masashi Yamamoto, Yukio Nagano

“…In response, we employed the same raw read sequencing data to construct cp genome-based trees and nuclear DNA phylogenetic trees using Read2Tree, a cost-efficient method for extracting conserved nuclear gene sequences from raw read data, focusing on the Aurantioideae subfamily, which includes Citrus and its relatives. …”
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Development of Self-Powered Energy-Harvesting Electronic Module and Signal-Processing Framework for Wearable Healthcare Applications by Jegan Rajendran, Nimi Wilson Sukumari, P. Subha Hency Jose, Manikandan Rajendran, Manob Jyoti Saikia

“…The measurements conducted on each unit of the proposed method demonstrate that the proposed signal-processing method significantly reduces the overlapping samples from the raw ECG data and the timing requirement criteria for personalized and wearable health monitoring. …”
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Protocol for processing and analyzing multiplexed images improves lymphatic cell identification and spatial architecture in human tissue by Justin A. Smith, Drew T. Bloss, MacKenzie D. Williams, Amanda L. Posgai, Todd M. Brusko, Mark A. Atkinson, Clive H. Wasserfall, Maigan A. Brusko

“…We describe steps for parameter tuning and batch processing of raw image data including illumination correction, stitching, deconvolution, 3D-2D conversion, registration, and autofluorescence subtraction. …”
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Image-Based Malicious Network Traffic Detection Framework: Data-Centric Approach by Doo-Seop Choi, Taeguen Kim, Boojoong Kang, Eul Gyu Im

“…The increase in network traffic makes it more difficult for the detection system to analyze and detect malicious network traffic generated by malware or intruders. Additionally, processing high-dimensional network traffic data requires substantial computational resources, limiting real-time detection capabilities in practical deployments. …”
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Bran from composite grain mixture as an object of deep processing. Part 1. Protein-proteinase complex by I. S. Vitol, E. P. Meleshkina, G. N. Pankratov

“…Polycomponent bran, obtained during the joint processing of cereals (wheat), legumes (lentils) and oilseeds (flax), in terms of its chemical composition and the state of the proteinproteinase complex, is a unique raw material that can be used for further processing. …”
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Progress on the world’s primate hotspots and coldspots: modeling ensemble super SDMs in cloud-computers based on digital citizen-science big data and 200+ predictors for more susta... by Moriz Steiner, Falk Huettmann

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The first data on composition and spectroscopy of quartzife-rousrocks from the Big Tyuters island by V. P. Lutoev, E. N. Terehkov, A. B. Makeyev, A. U. Lysuk

“…The quartzites are well-processed by a number of characteristics, and according to ESR (electronic spin resonance) data they contained a relatively small amount of Al, Ge, Ti isomorphic impurities and could raise a commercial interest.…”
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Acquisition Of Balinese Imagined Spelling using Electroencephalogram (BISE) DatasetMendeley Data by I Made Agus Wirawan, Ketut Paramarta

“…The result datasets from this study are in the form of raw data, and data was analyzed for 18 Balinese and 6 vowel characters, both spelling and imagined.…”
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Building the optimal hybrid spatial Data-Driven Model: Balancing accuracy and complexity by Emanuele Barca, Maria Clementina Caputo, Rita Masciale

“…While effective, these models often present a significant challenge due to their black nature, which obscures the process of generating final maps from raw data. Recent theoretical breakthroughs have shown that white/grey-box models can achieve the same level of accuracy as these advanced techniques, debunking the belief that complex models are necessarily the most accurate. …”
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SpiDa-MRI: behavioral and (f)MRI data of adults with fear of spiders by Mengfan Zhang, Alexander Karner, Kathrin Kostorz, Sophia Shea, David Steyrl, Filip Melinscak, Ronald Sladky, Cindy Sumaly Lor, Frank Scharnowski

“…For each participant, the database consists of the neuroimaging part, which includes an anatomical scan, five passive-viewing, and two resting-state functional runs in both raw and pre-processed form along with associated quality control reports. …”
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Detection of Indoor Building Lighting Fixtures in Point Cloud Data using SDBSCAN by Humairah Mansor, Shazmin Aniza Abdul Shukor, Razak Wong Chen Keng, Nurul Syahirah Khalid

“…However, this led to the high amount of data that needs to be processed and requires a specific method, especially to detect lighting fixtures. …”
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Massive-Scale Data Mining to Enhance Digital Library with Applications in College Education by Chunyan Xu, Jing Bai

“…Using a grounded theory approach, this paper extracts 78 initial concepts, 24 basic categories, and 6 main categories by coding and analyzing the raw data obtained from the interviews. On this basis, the relationship path and action mechanism between categories are discovered; based on which a theoretical model of the influence mechanism of digital library intelligent information recommendation service satisfaction is constructed. …”
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A spatiotemporal recurrent neural network for missing data imputation in tunnel monitoring by Junchen Ye, Yuhao Mao, Ke Cheng, Xuyan Tan, Bowen Du, Weizhong Chen

“…Furthermore, parametric validity experiments are conducted to illustrate the efficacy of the parameter selection process. The experimentation is conducted using original raw datasets wherein various degrees of continuous missing data are deliberately introduced. …”
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Skeleton-Based Data Augmentation for Sign Language Recognition Using Adversarial Learning by Yuriya Nakamura, Lei Jing

“…On the other hand, the discriminator learns from both raw and adversarial data. In other words, the generator exposes the vulnerabilities of the discriminator, and the discriminator improves its performance by learning from both types of data. …”
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Mineral resource base of Russia’s cobalt: current state and development prospects by G. Yu. Boyarko, L. M. Bolsunovskaya

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A data generator for covid-19 patients’ care requirements inside hospitals by Juan A. Marin-Garcia, Angel Ruiz, Maheut Julien, Jose P. Garcia-Sabater

“…This was either because these data were not collected, because public agencies failed to make them public (despite having them indexed in their databases), the data were processed within indicators and not shown as raw data, or they simply published the data in a format that was difficult to process (e.g., PDF image documents versus CSV tables). …”
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BioLake: an RNA expression analysis framework for prostate cancer biomarker powered by data lakehouse by Qiaowang Li, Yaser Gamallat, Jon George Rokne, Tarek A. Bismar, Reda Alhajj

“…Abstract Biomedical researchers must often deal with large amounts of raw data, and analysis of this data might provide significant insights. …”
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