Application of Benford's law in Data Analysis
In the era of big data, data is growing explosively. Data quality control has become a key factor in maximizing data value. It is important and urgent to establish a scientific data quality detection method. Benford's law has become an effective tool for detection of data quality and identifica...
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Veröffentlicht in: | Journal of physics. Conference series 2019-02, Vol.1168 (3), p.32133 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | In the era of big data, data is growing explosively. Data quality control has become a key factor in maximizing data value. It is important and urgent to establish a scientific data quality detection method. Benford's law has become an effective tool for detection of data quality and identification of anomaly data in various fields. On the basis of expounding the basic principles of Benford's law, this paper summarizes its application in different levels of natural and social sciences, explores the data conditions of the law and the factors affecting the accuracy of the detection, and proposes the model improvement idea in three aspects of extending detection scope, combination of several methods and strengthening the explanation of detection results. The development of Benford's Law in the future requires scholars from all fields to study more about its essence, strengthen its integration with other data processing technologies, and then expand its application. |
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ISSN: | 1742-6588 1742-6596 |
DOI: | 10.1088/1742-6596/1168/3/032133 |