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Large-scale data mining is a hugely practical and scientific zone of \u201cdigital gold\u201d. This is not only a modern-day problem, but it also necessitates the rapid growth of service of publics. As a result, the benefits of information can be fully realized, service efficiency improved, and the service gap closed. Cloud computing has gained popularity due to its quick accounting, limited memory requirements, and efficient resource distribution. As a result, big data was employed to analyze the existing state of cloud-based service of publics in this paper, and the fuzzy evaluation process was used to analyze the accurate monitoring. Eventually, service of public organization was improved, and the path to the accurate organization of the entire service of public process initiated by big data was developed. The design value and data entropy of cloud-based services of public were growing exponentially, according to fuzzy comprehensive assessment; the value of average of the design value of accurate organization of cloud-based government services was around 4.35, and the average importance of data entropy was around 0.98. Furthermore, the organization control and detailed efficiency of big data-driven precision organization of social public social welfare outperformed traditional precision monitoring of cloud-based service of publics; suggesting that the effects were 7% higher, and overall capacity was 9% higher than the compared techniques.<\/jats:p>","DOI":"10.1186\/s13677-023-00456-0","type":"journal-article","created":{"date-parts":[[2023,5,17]],"date-time":"2023-05-17T07:02:31Z","timestamp":1684306951000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["An accurate management method of public services based on big data and cloud computing"],"prefix":"10.1186","volume":"12","author":[{"given":"Jiamuzi","family":"Xu","sequence":"first","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,5,17]]},"reference":[{"key":"456_CR1","first-page":"3","volume-title":"Resource organization for big data platforms, computer communications and networks","author":"M Gribaudo","year":"2016","unstructured":"Gribaudo M (2016) Iacono, and F. 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