Clinical Big Data and Deep Learning: Applications, Challenges, and Future Outlooks by Ying Yu, Min Li, Liangliang Liu, Yaohang Li, Jianxin Wang

“…Then, considering the wide range of clinical research and the diversity of data types, several deep learning applications for clinical data are illustrated: auxiliary diagnosis, prognosis, early warning, and other tasks. …”
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Research on Fusion of Locomotive Safety Monitoring and Detection Data and Its Application by GONG Li, QIAO Bin, ZHAO Chao, YAO Kai

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The multivariate shared truncated normal frailty model with application to medical data by Diego I. Gallardo, Yolanda M. Gómez, John L. Santibañez, Osvaldo Venegas, Marcelo Bourguignon

“…A simulation study is presented to demonstrate the consistency of the estimators in finite samples. Finally, two applications to medical data modelling the recurrence of infection in renal patients and patients with fibrosarcoma are presented to demonstrate the effectiveness of the model compared to other classical approaches in the literature. …”
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Application of inspection robot in internet data center intelligent operation and maintenance by Xiaosong LIU, Ting HUANG

“…The operation and maintenance of the internet data center (IDC) is critical and arduous.Operators urgently need to consider how to introduce inspection robots to improve the level of intelligent operation and maintenance.The development status and technology maturity of the inspection robot industry were introduced and the overall structure of the inspection robot data acquisition system was proposed.Combining with the actual network demand of data center inspection robots,technical breakthroughs in intelligent operation and maintenance of data centers and mining and application of collected data were discussed in depth.…”
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Research and Application of SWAT Model in Basin Without Reservoir Outflow Data by LIANG Guixing, CUI Yali, HUANG Qibo, WANG Yaru, ZHOU Yan, ZHANG Yin

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Research and Application of Automatic Collection Technology of Locomotive Onboard Video Data by MU Yuanpeng

“…According to the application situation of current locomotive onboard video surveillance system in China, an efficient video data automatic collection scheme was proposed to solve three key problems of video data including inconsistent encoding format, incomplete video and high-capacity video data transmission. …”
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Multi-core helper thread prefetching for irregular data intensive applications by Jian-xun ZHANG, Zhi-min GU, Xiao-han HU, Min CAI

Subjects: “…helper thread prefetching;irregular data intensive applications;betweenness centrality…”
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Practice and application of distributed data quality management system in power enterprise by Yuanning LI, Sen LIU, Shijun ZHANG, Feng CHEN, Zhiying WANG

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Application of inspection robot in internet data center intelligent operation and maintenance by Xiaosong LIU, Ting HUANG

“…The operation and maintenance of the internet data center (IDC) is critical and arduous.Operators urgently need to consider how to introduce inspection robots to improve the level of intelligent operation and maintenance.The development status and technology maturity of the inspection robot industry were introduced and the overall structure of the inspection robot data acquisition system was proposed.Combining with the actual network demand of data center inspection robots,technical breakthroughs in intelligent operation and maintenance of data centers and mining and application of collected data were discussed in depth.…”
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Research on the application of government big data platform based on federated learning by Jianping WU, Chaochao CHEN, Jiahe JIN, Chunming WU

“…At present, the construction of digital government has entered a deepwater area.The government big data platform, as a data base, supports various government information applications.The security and compliance of its private data has been widely concerned by the industry.Federated learning is an important method to effectively solve data silos, and the application of government big data platforms based on federated learning has high research value.Firstly, the current status of government big data platforms and its federated learning application were introduced.Then this paper analyzed three major management challenges involved in the collection, classification and grading and sharing of privacy data on government big data platforms.Further, the problem-solving methods of federated learning based recommendation algorithms and privacy intersection techniques were explored.Finally, summaries and prospects were made for the future application of privacy data on government big data platforms.…”
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Bias-Corrected Fixed Item Parameter Calibration, with an Application to PISA Data by Alexander Robitzsch

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Optimal UAV Deployment for Data Collection in Deadline-based IoT Applications by Baghdad Science Journal

“…The deployment of UAVs is one of the key challenges in UAV-based communications while using UAVs for IoT applications. In this article, a new scheme for energy efficient data collection with a deadline time for the Internet of things (IoT) using the Unmanned Aerial Vehicles (UAV) is presented. …”
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Evaluation and application analysis of animal models of PIPNP based on data mining by Yu Jun, Jin Shengbo, Piao Haozhe, Li Mingzhu

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Poisson Lindley-Quasi XGamma Distribution For Count Data: Properties And Applications by Seth Borbye, Suleman Nasiru, Kingsley Kuwubasamni Ajongba, Sampson Wiredu

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A New Extended Rayleigh Distribution with Applications of COVID-19 Data by Aadil Ahmad Mir, S. P. Ahmad

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Data-Driven Computational Methods in Fuel Combustion: A Review of Applications by Jacek Lukasz Wilk-Jakubowski, Lukasz Pawlik, Damian Frej, Grzegorz Wilk-Jakubowski

“…This review also highlights persistent challenges such as data availability, model generalization, and reproducibility, and proposes future directions toward more interpretable and standardized applications of ML/GA in combustion science.…”
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Privacy-Preserving Data Mining Methods Metrics and Applications in Healthcare Informatics by Shukla Abhay, Chaurasia Shubham, Pandey Gaurav, Kumar Shukla Sanjeev, Singh Parihar Subhash, P B Edwin Prabhakar

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On Statistical Development of Neutrosophic Gamma Distribution with Applications to Complex Data Analysis by Zahid Khan, Afrah Al-Bossly, Mohammed M. A. Almazah, Fuad S. Alduais

“…In applied data analysis, implementation of existing gamma distribution becomes inadequate for some applications when dealing with an imprecise, uncertain, or vague dataset. …”
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Application Prospect of Big Data Technology in the Informatization of Soil and Water Conservation by LUO Wen, LIU Xing, YUAN Zaijian

“…Soil and water conservation is an important part of China's environmental protection work.The construction and application of big data of China's ecological environment have brought technological innovation to soil and water conservation work.However,the application of big data technology in the informatization of soil and water conservation is still in the exploratory stage,and the technology is only used in the soil and water conservation monitoring and construction project guidelines.This paper briefly discusses the informatization construction of soil and water conservation in China.It prospects for the application of big data technology in the design,scheme preparation,monitoring,supervision and management,acceptance evaluation,treatment informatization of soil and water conservation and soil erosion forecasting combined with the processing systems such as batch data,streaming data,interactive data and graph data and the analysis techniques such as knowledge calculation and in-depth learning. …”
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RATIONAL PHARMACOTHERAPY BASED ON PHARMACOECONOMIC DATA AUDIT: PRINCIPLES AND APPLICATION IN BULGARIA by T. Vekov

“…An algorithm is presented for the pharmacoeconomic audit, which is applicable for assessing the objectivity and reliability of the proposed pharmacoeconomic data from pharmaceutical manufacturers in the application process for inclusion in the positive list of medicines in Bulgaria and the reimbursement of economically rational pharmacotherapies from the public health fund.…”
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