IoT-based data quality and data preprocessing of multinational corporations
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The need for stronger quality checks with enhanced capabilities for real-time data validation in IoT systems and to support decision-making processes is now in demand.
“The need for stronger quality checks with enhanced capabilities for real-time data validation in IoT systems and to support decision-making processes is now in demand [9].”
From Semantic-Driven Approach for Validation of IoT Streaming Data in Trustable Smart City Decision-Making and Monitoring Systems (2025) · cites this paper as [9]
Cites
Deep Learning for IoT Big Data and Streaming Analytics: A Survey
Mohammadi, M., Al-Fuqaha, A., Sorour, S., & Guizani, M. (2018) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2018.2844341 · Cited by 1,471 · see citing works
Big Data Analytics for 6G-Enabled Massive Internet of Things
Lv, Z., Lou, R., Li, J., Singh, A. K., & Song, H. H. (2021) · IEEE Internet of Things Journal · doi:10.1109/jiot.2021.3056128 · Cited by 185 · see citing works
Cybersecurity in Big Data Era: From Securing Big Data to Data-Driven Security
Rawat, D. B., Doku, R., & Garuba, M. (2019) · IEEE Transactions on Services Computing · doi:10.1109/tsc.2019.2907247 · Cited by 180 · see citing works
Sustainability of Healthcare Data Analysis IoT-Based Systems Using Deep Federated Learning
Elayan, H., Aloqaily, M., & Guizani, M. (2021) · IEEE Internet of Things Journal · doi:10.1109/jiot.2021.3103635 · Cited by 176 · see citing works
Yu, W., Liu, Y., Dillon, T. S., Rahayu, W. J., & Mostafa, F. (2021) · IEEE Internet of Things Journal · doi:10.1109/jiot.2021.3096637 · Cited by 97 · see citing works
Cai, K., Chen, H., Ai, W., Miao, X., Lin, Q., & Feng, Q. (2021) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2021.3076513 · Cited by 94 · see citing works
An Optimized IoT-Enabled Big Data Analytics Architecture for Edge–Cloud Computing
Babar, M. A., Jan, M. A., He, X., Tariq, M. U., Mastorakis, S., & Alturki, R. (2022) · IEEE Internet of Things Journal · doi:10.1109/jiot.2022.3157552 · Cited by 90 · see citing works
Modeling and Analysis of Data Trading on Blockchain-Based Market in IoT Networks
Nguyen, L. D., Leyva‐Mayorga, I., Lewis, A. N., & Popovski, P. (2021) · IEEE Internet of Things Journal · doi:10.1109/jiot.2021.3051923 · Cited by 89 · see citing works
Competitive Data Trading Model With Privacy Valuation for Multiple Stakeholders in IoT Data Markets
Oh, H., Park, S., Lee, G. M., Choi, J. K., & Noh, S. (2020) · IEEE Internet of Things Journal · doi:10.1109/jiot.2020.2973662 · Cited by 74 · see citing works
Online Distributed IoT Security Monitoring With Multidimensional Streaming Big Data
Li, F., Xie, R., Wang, Z., Guo, L., Ye, J., Ma, P., & Song, W. (2019) · IEEE Internet of Things Journal · doi:10.1109/jiot.2019.2962788 · Cited by 66 · see citing works
Demirbaga, Ü., & Aujla, G. S. (2022) · IEEE Transactions on Network and Service Management · doi:10.1109/tnsm.2022.3204851 · Cited by 59 · see citing works
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Federated Tensor Decomposition-Based Feature Extraction Approach for Industrial IoT
Gao, Y., Zhang, G., Zhang, C., Wang, J., Yang, L. T., & Zhao, Y. (2021) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2021.3074152 · Cited by 37 · see citing works
IoT data cleaning techniques: A survey
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Active Data Replica Recovery for Quality-Assurance Big Data Analysis in IC-IoT
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Reis, M. J. C. S. (2025) · Sensors · doi:10.3390/s25216629 · Cited by 32 · see citing works
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“The need for stronger quality checks with enhanced capabilities for real-time data validation in IoT systems and to support decision-making processes is now in demand [9].”
Feature Extraction to Evaluate the Quality of Data Using Machine Learning Technique
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Swami, S., Suthar, S., Addula, S. R., Saini, V. K., Komal, & Lande, A. (2024) · International Conference on Smart Devices (ICSD) · doi:10.1109/icsd60021.2024.10751324
Exploring IoT Based on Graph Neural Networks
Wang, J. (2025) · Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering · doi:10.1007/978-3-031-90084-6_23
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Kenawy, S., Alhussan, A. A., Khafaga, D. S., Mattar, E. A., Zaman, S., & Eid, M. M. (2026) · Scientific Reports · doi:10.1038/s41598-026-41343-3
Idrees, R., & Amin, M. B. (2026) · Cluster Computing · doi:10.1007/s10586-026-06416-y
- Authors
- Sirisha, N., Gopikrishna, M., Ramadevi, P., Bokka, R., Ganesh, K. V. B., & Chakravarthi, M. K.
- Affiliations
- Vardhaman College of Engineering (IN)
- Koneru Lakshmaiah Education Foundation (IN)
- VIT-AP University (IN)
- Corresponding author
- Sirisha, N.
- Venue
- The Journal of High Technology Management Research
- Publisher
- Elsevier BV
- Published
- 2023-11
- Volume
- 34
- Issue
- 2
- Pages
- 100477
- ISSN
- 1047-8310 (ISSN-L)
- OpenAlex
- W4386018718
- Cited by
- 13
- References
- 17
- Citations by year
- 2026: 3 · 2025: 5 · 2024: 5
- FWCI
- 2.40
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- The Journal of High Technology Management Research (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Data Quality and Management
- Physical Sciences › Computer Science › Information Systems › Internet of Things and AI
- Physical Sciences › Computer Science › Computer Networks and Communications › IoT and Edge/Fog Computing
- Keywords
- Internet of Things, data preprocessing, data cleaning, multinational corporations, geospatial data, IoT architecture, management decision-making, IoT applications
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