Imputation using information fusion technique for sensor generated incomplete data with high missing gap

Adhikari, Deepak; Jiang, Wei; Zhan, Jinyu

doi:10.1016/j.micpro.2020.103636

Cited by 11 publications

(3 citation statements)

References 42 publications

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“…The managed and flexible federation, processing, and analysis of data from the different distribution sources are referred to as data integration [ 7 ]. Data integration is crucial as data preprocessing [ 8 ] and data mining [ 9 , 10 ] for exploiting the value of large and distributed datasets that are available today. Distributed processing infrastructures such as Cloud, Grids, and peer-to-peer networks can be used for data integration on geographically distributed sites.…”

Section: Introductionmentioning

confidence: 99%

Yoga Meets Intelligent Internet of Things: Recent Challenges and Future Directions

et al. 2023

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The physical and mental health of people can be enhanced through yoga, an excellent form of exercise. As part of the breathing procedure, yoga involves stretching the body organs. The guidance and monitoring of yoga are crucial to ripe the full benefits of it, as wrong postures possess multiple antagonistic effects, including physical hazards and stroke. The detection and monitoring of the yoga postures are possible with the Intelligent Internet of Things (IIoT), which is the integration of intelligent approaches (machine learning) and the Internet of Things (IoT). Considering the increment in yoga practitioners in recent years, the integration of IIoT and yoga has led to the successful implementation of IIoT-based yoga training systems. This paper provides a comprehensive survey on integrating yoga with IIoT. The paper also discusses the multiple types of yoga and the procedure for the detection of yoga using IIoT. Additionally, this paper highlights various applications of yoga, safety measures, various challenges, and future directions. This survey provides the latest developments and findings on yoga and its integration with IIoT.

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Section: Introductionmentioning

confidence: 99%

Yoga Meets Intelligent Internet of Things: Recent Challenges and Future Directions

et al. 2023

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“…Using a modified random forest algorithm based on the decision pathway to compensate for the effects of incomplete data, Yuequn Zhang et al [3]. D Adhikari et al use information fusion technology for interpolation, and use the ratio-based interpolation (RBI) algorithm to deal with high rates of missing data based on data fusion and data mining methods [4]. Lai X et al used an autoencoder (AE) -based multi-task learning (MTL) model and dynamically optimized missing values to classify incomplete data sets with interdependencies among properties [5].…”

Section: Introductionmentioning

confidence: 99%

Research and application of digital technology of film coating equipment

Liu¹,

Yang²,

Zhu³

2023

FCIS

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At present, most of the coating production still adopts relatively backward traditional methods, there are its equipment status, operation, production, repair and maintenance information of digital technology application less problems. In view of this problem, a data acquisition module and data processing system are developed to realize the data acquisition and real-time monitoring of the equipment temperature, vacuum degree, rotation speed, target material, film thickness and surface condition. The data acquisition module consists of a self-organized network system formed by the sensor nodes deployed in the detection area and installed on the device, combined with / wireless communication. Through the development of the system to achieve the digital and intelligent application of coating equipment.

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“…Missing data is unavoidable, despite the fact that we are all aware that gathering as much data as possible is the ideal strategy for data analysis. Although it is commonly known that erasing missing information is simple and quick, several studies have come to the conclusion that this approach does not work in all situations [5,6]. For instance, removing will result in the loss of some important data when the missing value is not entirely random [7,8].…”

Section: Introductionmentioning

confidence: 99%

A review on missing values for main challenges and methods

Ren,

Wang,

Sekhari Seklouli

et al. 2023

Information Systems

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Imputation using information fusion technique for sensor generated incomplete data with high missing gap

Cited by 11 publications

References 42 publications

Yoga Meets Intelligent Internet of Things: Recent Challenges and Future Directions

Yoga Meets Intelligent Internet of Things: Recent Challenges and Future Directions

Research and application of digital technology of film coating equipment

A review on missing values for main challenges and methods

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