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Shewhart-Type Charts for Masked Data: A Strategy for Handling the Privacy Issue
المؤلفون المشاركون
Riaz, Muhammad
Shah, Said Farooq
Cheema, Salman Arif
Hussain, Zawar
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-11، 11ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2020-09-26
دولة النشر
مصر
عدد الصفحات
11
التخصصات الرئيسية
الملخص EN
Data privacy is a serious issue and therefore needs our attention.
In this study, we propose masking through randomized response techniques (RRTs) to ensure the privacy and thus to avoid falsification.
We assume that the process characteristic is of sensitive nature, and due to privacy issue, the actual measurements cannot be shared with the monitoring team.
In such situations, the producer is very likely to falsify the measurements.
Consequently, the usual control charting techniques will mislead about the process status.
We discuss different data masking strategies to be used with Shewhart-type control charts.
The usual Shewhart-type control chart appears to be a subchart of the proposed charts.
Average run length (ARL) is used as a performance measure of the study proposals.
We have evaluated the performance of the proposed charts for different shift sizes and under different intensities of masking.
We have also carried out a comparative analysis for various models under varying sensitivity parameters.
We have also compared the performance of the proposals with the traditional Shewhart chart.
It is observed that the B-L control chart under the RRT model performs better for smaller shifts and for larger shift sizes, the G-B chart under an unrelated question model tperforms better.
A real-life application of the study proposal is also considered where monitoring of thickness of paint on refrigerators is of interest.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Shah, Said Farooq& Hussain, Zawar& Riaz, Muhammad& Cheema, Salman Arif. 2020. Shewhart-Type Charts for Masked Data: A Strategy for Handling the Privacy Issue. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1195677
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Shah, Said Farooq…[et al.]. Shewhart-Type Charts for Masked Data: A Strategy for Handling the Privacy Issue. Mathematical Problems in Engineering No. 2020 (2020), pp.1-11.
https://search.emarefa.net/detail/BIM-1195677
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Shah, Said Farooq& Hussain, Zawar& Riaz, Muhammad& Cheema, Salman Arif. Shewhart-Type Charts for Masked Data: A Strategy for Handling the Privacy Issue. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1195677
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1195677
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
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