Multi-version consolidation method for block-level backup data by WANG Shu-peng 1, WU Guang-jun1, WU Zhi-gang3, YUN Xiao-chun1

“…Historical version backup data query efficiency was dependent on the version chain length in a multi-version backup data storage system.A novel block-level backup data multi-version consolidation method was presented for this problem.Any version of a historical full system snapshot could be generated within the incremental backup data version sequence.Theoretical analysis showed that it could increase the target snapshot version query efficiency significantly in the version chain.A variable-length block version merging algorithm was presented to decrease the computing complex-ity in the process of snapshot version merging,according to the block-level backup data distribution features.Finally,the concrete applications and performance analysis for block-level version consolidation method was also introduced.The simulated experiments results expose that the version consolidation method can eliminate redundant version of backup data with the same version chain length,and it can increase full system recovery efficiency than traditional methods sig-nificantly.…”
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Artificial Intelligence and Breast Cancer Management: From Data to the Clinic by Kaixiang Feng, Zongbi Yi, Binghe Xu

“…The oncology field had an exponential growth in the abundance of medical images, clinical information, and genomic data. With its continuous advancement and refinement, artificial intelligence (AI) has demonstrated exceptional capabilities in processing intricate multidimensional BC‐related data. …”
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Explicit Deconvolution of Well Test Data Dominated by Wellbore Storage by K. Razminia, A. Hashemi, A. Razminia, D. Baleanu

“…Each method has been validated using both synthetic data and field cases and each method should be considered valid for practical applications.…”
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Automated identification of pathways from quantitative genetic interaction data by Alexis Battle, Martin C Jonikas, Peter Walter, Jonathan S Weissman, Daphne Koller

“…Our approach should be readily applicable to the next generation of quantitative GI data sets, as assays become available for additional phenotypes and eventually higher‐level organisms.…”
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Segmentation study of nanoparticle topological structures based on synthetic data. by Fengfeng Liang, Yu Zhang, Chuntian Zhou, Heng Zhang, Guangjie Liu, Jinlong Zhu

“…Nanoparticles exhibit broad applications in materials mechanics, medicine, energy and other fields. …”
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ARTIFICIAL INTELLIGENCE AND BIG DATA ANALYSIS IN CRIME PREVENTION AND COMBAT by George-Marius ȚICAL

“…In the era of accelerated digitalization, the use of artificial intelligence (AI) and big data analysis has become a necessity in crime prevention and combat. …”
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Multifunction Transceiver for Data Communication, Radar Sensing and Power Transfer by Thomas Micallef, Intikhab Hussain, Ke Wu

“…This review paper aims to discuss the architectural aspects of the integration of radar sensing, data communication, and power transfer. Firstly, the integration of radar sensing and data communication is studied for both cooperating and non-cooperating radar systems with conventional and interferometric architectures. …”
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Single‐Cell Hi‐C Technologies and Computational Data Analysis by Madison A Dautle, Yong Chen

“…Although many scHi‐C protocols have been developed, they often involve intricate procedures and the resulting data are sparse, leading to computational challenges for systematic data analysis and limited applicability. …”
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Coarse-to-Fine Approach: Automatic Delineation of Kidney Ultrasound Data by Tao Peng, Yiwen Ruan, Yidong Gu, Jiang Huang, Caiyin Tang, Jing Cai

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Advancing Sequential Manga Colorization for AR Through Data Synthesis by Maksim Golyadkin, Sergey Saraev, Ilya Makarov

“…Combining both real and synthetic data, we established a comprehensive benchmark for manga colorization in AR scenarios. …”
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Interactive Earth system data cube visualization in Jupyter notebooks by Maximilian Söchting, Gerik Scheuermann, David Montero, Miguel D. Mahecha

“…Visualization is key for interpreting the rapid growth of gridded, spatio-temporal data sets in Earth system sciences. However, today’s tools are often designed as standalone applications, insufficiently integrated into scientific workflows, and typically not designed for directly interacting with data. …”
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Geospatial Data Enrichment through Address Geocoding: Challenges and Solutions by E. Hristov, D. Petrova-Antonova, F. De Paoli, I. Krasteva, M. Ciavotta, R. Avogadro

“…Geospatial data enrichment challenges are explored using the SemTUI framework and QGIS platform. …”
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MOIRA-UNIMORE Bearing Data Set for Independent Cart Systems by Abdul Jabbar, Marco Cocconcelli, Gianluca D’Elia, Davide Borghi, Luca Capelli, Jacopo Cavalaglio Camargo Molano, Matteo Strozzi, Riccardo Rubini

“…This paper introduces a comprehensive and publicly accessible data set from an experimental study on an independent cart system powered by linear motors. …”
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Applications of Machine Learning in Cyber Security: A Review by Ioannis J. Vourganas, Anna Lito Michala

“…However, this paper poses the question of qualitative and quantitative data. This paper argues that scholarly research in this domain is severely impacted by the quality and quantity of available data. …”
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The Ethics of Data and Its Governance: A Discourse Theoretical Approach by Bernd Carsten Stahl

“…The rapidly growing amount and importance of data across all aspects of organisations and society have led to urgent calls for better, more comprehensive and applicable approaches to data governance. …”
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Correcting the Arcjet Thruster Disturbance in GOES‐16 Magnetometer Data by S. Califf, D. Early, M. Grotenhuis, T. M. Loto'aniu, J. Kronenwetter

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A robust scheme for securing relational data incremental watermarking by Maikel Lázaro Pérez Gort, Agostino Cortesi

“…However, unlike other digital assets, such as multimedia data, relational data are often subject to frequent updates that may dramatically compromise the quality of the embedded watermark. …”
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Medical laboratory data-based models: opportunities, obstacles, and solutions by Jiaojiao Meng, Moxin Wu, Fangmin Shi, Ying Xie, Hui Wang, You Guo

“…Abstract Medical Laboratory Data (MLD) models, which combine artificial intelligence with big medical data, have great potential in disease screening, diagnosis, personalized medicine, and health management. …”
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Data hiding to the image with bit plane slicing and double XOR by Bilgi Özdemir, Nurettin Doğan

“…Data hiding is done in different environments and with different techniques, and applications in this area attract a lot of attention. …”
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Research on elimination method of abnormal power data of wind turbine by YANG Xinyue, JING Bo, MEI Zhigang, QIAN Zheng

“…Finally, the combination method of quantile method and density-based spatial clustering of applications with noise (DBSCAN) clustering method is used to eliminate the discrete points close to the normal data. …”
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