Analysis of a top-down bottom-up data analysis framework and software architecture design
Author(s)
Wirsch, Anton
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Massachusetts Institute of Technology. Engineering Systems Division.
Advisor
Stuart Madnick.
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Data analytics is currently a topic that is popular in academia and in industry. This is one form of bottom-up analysis, where insights are gained by analyzing data. System dynamics is the opposite, a top-down methodology, by gaining insight by analyzing the big picture. The merging of the two methodologies can possibly provide greater insight. What greater insight that can be gained is research that will be required in the future. The focus of this paper will be on the software connections for such a framework and how it can be automated. An analysis of the individual parts of the combined framework will be conducted along with current software tools that may be used. Lastly, a proposed software architecture design will be described.
Description
Thesis: S.M. in Engineering and Management, Massachusetts Institute of Technology, School of Engineering, Institute for Data, Systems, and Society, System Design and Management Program, 2014. Cataloged from PDF version of thesis. Includes bibliographical references (pages 70-71).
Date issued
2014Department
System Design and Management Program.; Massachusetts Institute of Technology. Engineering Systems Division; Massachusetts Institute of Technology. Institute for Data, Systems, and SocietyPublisher
Massachusetts Institute of Technology
Keywords
Institute for Data, Systems, and Society., System Design and Management Program., Engineering Systems Division.