Encoding IoT Data: A Comprehensive Review of Image Transformation Techniques by Suat Özdemir, Feyza Yıldırım Okay, Duygu Altunkaya

“…Recently, deep learning algorithms have demonstrated superior performance results in time-series data classification in many smart and intelligent IoT applications. …”
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Data processing and exchange tools to facilitate chemical genetic screening processes by Benjamin Leblanc, Adrien Coulet, Estelle André, Franck Molina, Jean-Paul Leonetti

“…To facilitate the treatment and archiving of screening data, we developed a multiuser web application called Elisa Data Exchanger (EDE). …”
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Big Data, Machine Learning, Artificial Intelligence and Blockchain in Corporate Governance by Meiryani Meiryani, Dezie Leonarda Warganegara, Vidhiya Andini

“… The paper analyses the dynamics of scientific research in, and practical application of key Industry 4.0 technologies in corporate governance, namely big data, artificial intelligence, machine learning, and blockchain. …”
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Research on Accessibility and Equity of Urban Transport Based on Multisource Big Data by Fei Shi

“…To promote transport equity and formulate more reasonable transport planning and policies, this paper takes the Kunshan city as the research object, based on the mobile phone signaling data and the travel time consumption data from the application programming interface (API) of Gaode Map, using weighted average accessibility and the Theil index to investigate the accessibility and equity of public transport and car traffic in the Kunshan city. …”
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Design and Implementation of Attention-Based CR System in the Context of Big Data by Zheyi Wang, Yanli Kuang, Xin Lyu

“…Therefore, an improved deep factor decomposition machine algorithm combining adaptive regularization and attention mechanisms is proposed, and big data components are integrated to enable the algorithm to support more data input types. …”
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PHMD: An easy data access tool for prognosis and health management datasets by David Solís-Martín, Juan Galán-Páez, Joaquín Borrego-Díaz

“…The library currently supports 59 datasets from diverse domains, and has been developed to simplify, datasets search, retrieval, load, and preprocessing while standardizing data formats for easy integration in machine learning workflows. …”
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A ship type identification method based on modeling AIS data by MOU Fangli, LIU Ying, FAN Zide, DENG Yawen, ZHU Keqing, ZHAO Xinyu

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Automated Semantic Annotation of Data Management Plans: A Systematic Review by Jana Martínková, Marek Suchánek, Petr Kroha

“…This paper examines tools for semantic annotation using ontologies and controlled vocabularies, with a focus on their application in data management planning. A systematic review identified 34 relevant tools, which show potential for adaptation to the data management plan (DMP) domain. …”
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Functional maps of protein complexes from quantitative genetic interaction data. by Sourav Bandyopadhyay, Ryan Kelley, Nevan J Krogan, Trey Ideker

“…These results demonstrate the importance of both large-scale genetic and physical interaction data in mapping pathway architecture and function.…”
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Statement on the confirmatory data following the Article 12 MRL review for triclopyr by European Food Safety Authority (EFSA)

“…Although the required application in support to the confirmatory data following the MRL review was not submitted within deadline, some information identified as unavailable in the MRL review has been made available to EFSA in the context of other applications submitted under different regulatory processes. …”
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Whole slide images as non-fungible tokens: A decentralized approach to secure, scalable data storage and access by Arlen Brickman, Yigit Baykara, Miguel Carabaño, Sean M. Hacking

“…The InterPlanetary File System (IPFS) represents an off-chain network, hypermedia, and file sharing peer-to-peer protocol for storing and sharing data in a distributed file system. Today, we need cheaper, more efficient, highly scalable, and transparent solutions for WSI data storage and access of medical records and medical imaging data. …”
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N-Beats architecture for explainable forecasting of multi-dimensional poultry data. by Baljinder Kaur, Manik Rakhra, Nonita Sharma, Deepak Prashar, Leo Mrsic, Arfat Ahmad Khan, Seifedine Kadry

“…This research introduces a novel application of the N-BEATS architecture for multi-dimensional poultry data forecasting with enhanced interpretability through an integrated Explainable AI (XAI) framework. …”
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Sociological and legal aspects of authentication in social networks through passport data by V. V. Popov, A. V. Erokhina, S. V. Cherkasova

“…This work is devoted to the analysis of the sociological and legal aspects of the implementation of authentication in social networks through passport data. In the article, along with authentication, the uses of biometric data, as well as the features of Russian legislation in the sphere of personal data, are considered. …”
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Markov-CVAELabeller: A Deep Learning Approach for the Labelling of Fault Data by Christian Velasco-Gallego, Nieves Cubo-Mateo

“…The lack of fault data is still a major concern in the area of smart maintenance, as these data are required to perform an adequate diagnostics and prognostics of the system. …”
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The differentiation of regions by means of the hierarchical method of cluster analysis and environmental data by N. A. Boyko, E. Sh. Sibukaev

“…To achieve this goal, a suitable scientific method was chosen, an array of factual data was formed for 31 constituent entities of the Russian Federation. …”
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Reputation-Based Incentives for Data Dissemination in Mobile Participatory Sensing Networks by Jie Li, Xingwei Wang, Ruiyun Yu, Rui Liu

“…When an intended receiver receives the data packet from a participant, the receiver authorizes the participant by an acknowledgment message within an encryption code automatically generated by the data packet, which serves as a proof of successful data delivery. …”
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Construction, visualisation, and clustering of transcription networks from microarray expression data. by Tom C Freeman, Leon Goldovsky, Markus Brosch, Stijn van Dongen, Pierre Mazière, Russell J Grocock, Shiri Freilich, Janet Thornton, Anton J Enright

“…Network analysis transcends conventional pairwise approaches to data analysis as the context of components in a network graph can be taken into account. …”
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Data-driven stability analysis of complex systems with higher-order interactions by Ali Shahrabi, Fateme Nikpanjeh, Abolfazl Hamounian, Hassan Mohebbi, Melika Shekari, Zohreh Parvandi, Marzieh Asoudeh, Mohammad Reza Rahimi Tabar

“…Abstract Stability analysis of complex dynamical systems is a fundamental challenge across many disciplines, with implications for a wide range of systems, from ecosystems, to organs in biological systems, such as the heart and brain. We present a data-driven method for assessing the stability of high-dimensional systems by constructing effective weighted adjacency matrices near empirically identified fixed points. …”
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Exploring NCATS in-house biomedical data for evidence-based drug repurposing. by Fang Liu, Andrew Patt, Chloe Chen, Ruili Huang, Yanji Xu, Ewy A Mathé, Qian Zhu

“…In this study, we aimed to explore and demonstrate biomedical data generated and collected via two NCATS research programs, the Toxicology in the 21st Century program (Tox21) and the Biomedical Data Translator (Translator) for the application of drug repurposing. …”
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Therapeutic applications of novel drug delivery systems of liquorice: An updated review on recent advancements by Sanshita, Taneja Ayushi, Sangnim Tanikan, Huanbutta Kampanart, Sindhu Rakesh K., Singh Inderbir

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