scholarly journals New Approach to Reduce the Data Loss in Privacy Preserving Data Analysis

2016 ◽  
Vol 155 (12) ◽  
pp. 21-24
Author(s):  
Kirti B. ◽  
B. M.
Keyword(s):  
Data Analysis ◽  
Privacy Preserving ◽  
Data Loss ◽  
New Approach

scholarly journals A New Approach to Privacy-Preserving Multiple Independent Data Publishing

2018 ◽  
Vol 8 (5) ◽  
pp. 783 ◽  
Author(s):  
A Hasan ◽  
Qingshan Jiang ◽  
Hui Chen ◽  
Shengrui Wang
Keyword(s):  
Privacy Preserving ◽  
Data Publishing ◽  
Independent Data ◽  
New Approach

scholarly journals Privacy Preserving In Data Mining with No Data Loss with a Combinational Scheme

2019 ◽  
Vol 8 (4S3) ◽  
pp. 457-459
Keyword(s):  
Data Mining ◽  
Privacy Preserving ◽  
Data Reconstruction ◽  
Sensitive Information ◽  
Data Loss ◽  
Data Mining Technique ◽  
Information Mining ◽  
Mining Technique

Large amounts of data collected by many organizations under-goes data mining for various purposes like analysis and prediction. During data mining tasks, the sensitive information may be losing its privacy. Hence, Privacyprotection or preservation is becomes major issue for the organizations. Publishing data or sharing information for mining with Privacypreservation is possible through Privacypreserve data mining technique (PPDM). Existing techniques are not able to withstand for some attacks and some suffers with data misfortune. In our paper we conventional an effective and combinational approach for security safeguarding in information mining. Our approach with can withstand from different kinds of assaults and limits data misfortune and increases data re-usability with data reconstruction capability

scholarly journals Dimensions of National Ethos among Educated Youths in Malaysia

2021 ◽  
Vol 29 (3) ◽  
Author(s):  
Mohd Mahadee Ismail ◽  
Nor Azlili Hassan ◽  
Azlina Abdullah ◽  
Hairol Anuar Mak Din ◽  
Marzudi Md Yunus ◽  
...  
Keyword(s):  
Factor Analysis ◽  
Data Analysis ◽  
Holistic Model ◽  
Youth Group ◽  
New Approach ◽  
Chinese Youth ◽  
Youth Groups ◽  
Survey Techniques ◽  
Confirmatory Factor ◽  
Future Evaluation

This article focuses on dimensions of national ethos among educated youths in Malaysia by developing a confirmatory factor analysis (CFA) model. The main objective is to evaluate national ethos dimensions and develop a CFA model of the national ethos formation. These objectives are achieved by applying four main dimensions to confirm the formation of national ethos: values, feelings and spirit, beliefs and identity dimensions. The study was conducted using a quantitative approach through survey techniques involving 431 students of Universiti Putra Malaysia, comprising 241 Malay and 190 Chinese youth groups. The data analysis used the SEM-AMOS approach to develop a CFA model of the national ethos. The results confirm national ethos of educated youth is formed through the four main dimensions measured. The CFA model has achieved a good level of compatibility based on the set indicators (CMIN = 600.947, DF = 115, CMIN / DF = 5.226, p = 0.000, SRMR = 0.0937, RMSEA = 0.099, CFI = 0.927 and PNFI = 0.771). This study implies a CFA model as a new approach in national ethos formation among educated youths in Malaysia. A future evaluation of a non-educated youth group should also be implemented to assure that this model becomes a holistic model.

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