The value of data
Author(s)
Jones, Dalton James
DownloadFull printable version (7.909Mb)
Other Contributors
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science.
Advisor
Munther A. Dahleh.
Terms of use
Metadata
Show full item recordAbstract
Data and information are integral to the modern economic system. Advances in technology have allowed companies to both collect and utilize vast amounts of data. At times this data can be very private and collected surreptitiously. Smartphones and other devices that keep us in constant contact with the internet provide companies like Google and Facebook with a wealth of information to sell. Despite all this, there currently does not exist a systematic way to value data. In the absence of such valuations, gross economic inefficiencies are inevitable. In this thesis, we seek to model ways in which data can be bought, sold, and used fairly in an economic environment. We also develop a theory to value data in different settings. Our models and results are applied to a variety of different domains to demonstrate their efficacy. Results from game theory and mathematical programming allow us to provide fair and efficient allocations of data. This research shows that there exists an efficient and fair method with which to determine the value of information and data and to trade it fairly.
Description
Thesis: S.M., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, 2018. Cataloged from PDF version of thesis. Includes bibliographical references (pages 71-73).
Date issued
2018Department
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer SciencePublisher
Massachusetts Institute of Technology
Keywords
Electrical Engineering and Computer Science.