Mining Data Value of Group Prediction Wisdom in the Era of Big Data

Xixi BAO

Abstract


When making predictions about an uncertain event, the individual’s ability is always limited and biased. Therefore, in order to predict the outcome of the event, it is necessary to collect prediction data from different individuals to make predictions. The aggregated results of individuals are always better than most individuals, and the performance of the group is called group wisdom. However, due to information technology and space constraints, the data collects is limited under normal circumstances, time-consuming and costly, and the group’s ability to predict is limited. In big data era today, we can collect massive amounts of data that meet the forecasting requirements more quickly, aggregate these data, and through certain data processing methods, we can get the solution of the group, which is generated in this environment. The prediction of the data is often more accurate, and the predictive power of the group is greatly increased.


Keywords


Big data; Prediction ability; Group wisdom; Value measurement

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References


Anagnostopoulos, I., Zeadally, S., & Exposito, E. (2016). Handling big data: Research challenges and future directions. The Journal of Supercomputing, 72(4), 1-23.

Asir, D., Appavu, S., & Jebamalar, E. (2016). Literature review on feature selection methods for high-dimensional data. International Journal of Computer Applications, 136(1).

Bolón-Canedo, V., Sánchez-Maroño, N., & Alonso-Betanzos, A. (2016). Feature selection for high-dimensional data. Progress in Artificial Intelligence, 5(2), 1-11.

Demirkan, H., & Delen, D. (2013). Leveraging the capabilities of service-oriented decision support systems: Putting analytics and big data in cloud. Decision Support Systems, 55(1), 412-421.

Erlenkamp, S., Becker, F. (2013). A new approach to the use of gestures in aphasia rehabilitation: stimulating spontaneous gesturing and body language. Procedia - Social and Behavioral Sciences, 94(1), 265-266.

Garcia, C., Roberti, W., Schreiber, D., Paludo, M., Malucelli, A., & Reinehr, S. (2013). The implementation experience of an advanced service repository for supporting service-oriented architecture. Paper presented at the Informatica.

Gautam, J. V., Prajapati, H. B., Dabhi, V. K., & Chaudhary, S. (2015). A survey on job scheduling algorithms in big data processing. Paper presented at the IEEE International Conference on Electrical, Computer and Communication Technologies.

Hashem, I. A. T., Yaqoob, I., Anuar, N. B., Mokhtar, S., Gani, A., & Khan, S. U. (2015). The rise of “big data” on cloud computing. Information Systems, 47(C), 98-115.

Long, S. Q., Zhao, Y. L., Chen, W. (2014). A three-phase energy-saving strategy for cloud storage systems. Journal of Systems and Software, 87(1), 38-47.

Page, S. E. (2008). The difference: How the power of diversity creates better groups, firms, schools, and societies. J. I. C., 88(4), 270-278.

Raghupathi, W., Raghupathi, V. (2014). Big data analytics in healthcare: promise and potential. Health Information Science and Systems, 2(1), 3.

Surowiecki, J. (2004). The wisdom of crowds: Why the many are smarter than the few and how collective wisdom shapes business, economies, societies and nations. Doubleday.

Wu, X. D., Zhu, X. Q., Wu, G. Q., Ding, W. (2013). Data Mining with Big Data. IEEE Transactions on Knowledge and Data Engineering, 26(1), 97-107.




DOI: http://dx.doi.org/10.3968/10795

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