Full metadata
Title
Large scale analytical insights of email communication patterns
Description
This thesis research attempts to observe, measure and visualize the communication patterns among developers of an open source community and analyze how this can be inferred in terms of progress of that open source project. Here I attempted to analyze the Ubuntu open source project's email data (9 subproject log archives over a period of five years) and focused on drawing more precise metrics from different perspectives of the communication data. Also, I attempted to overcome the scalability issue by using Apache Pig libraries, which run on a MapReduce framework based Hadoop Cluster. I described four metrics based on which I observed and analyzed the data and also presented the results which show the required patterns and anomalies to better understand and infer the communication. Also described the usage experience with Pig Latin (scripting language of Apache Pig Libraries) for this research and how they brought the feature of scalability, simplicity, and visibility in this data intensive research work. These approaches are useful in project monitoring, to augment human observation and reporting, in social network analysis, to track individual contributions.
Date Created
2011
Contributors
- Motamarri, Lakshminarayana (Author)
- Santanam, Raghu (Thesis advisor)
- Ye, Jieping (Thesis advisor)
- Davulcu, Hasan (Committee member)
- Arizona State University (Publisher)
Topical Subject
Resource Type
Extent
vi, 38 p. : col. ill
Language
eng
Copyright Statement
In Copyright
Primary Member of
Peer-reviewed
No
Open Access
No
Handle
https://hdl.handle.net/2286/R.I.9485
Statement of Responsibility
by Lakshminarayana Motamarri
Description Source
Viewed on Jul. 11, 2012
Level of coding
full
Note
thesis
Partial requirement for: M.S., Arizona State University, 2011
bibliography
Includes bibliographical references (p. 37-38)
Field of study: Computer science
System Created
- 2011-08-12 05:13:39
System Modified
- 2021-08-30 01:50:55
- 3 years 2 months ago
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