EditThe Task: Write a report on data mining applications
In this project, you are required to read some papers in recent published literature, and then write a report. There are four special topics which you can select:
Mining Big Data: Current Status, and Forecast to the Future
Scaling Big Data Mining Infrastructure: The Twitter Experience
Mining Heterogeneous Information Networks: A Structural Analysis Approach
Big Graph Mining: Algorithms and Discoveries
Mining Large Streams of User Data for Personalized Recommendations
...
Challenges in mining social network data: processes, privacy, and paradoxes
Mining Social Media: A Brief Introduction
Social network analysis and mining to support the assessment of on-line student participation
Social Network Analysis and Mining for Business Applications
International Journal of Social Network Mining:
2012 Vol. 1 No. 1,
2012 Vol. 1 No. 2
...
- Privacy in Mobility Data Mining
Privacy in mobility data mining
Privacy preservation in the dissemination of location data
Trajectory privacy in location-based services and data publication
Trajectory anonymity in publishing personal mobility data
A privacy-aware framework for participatory sensing
...
Mining Data Streams
Mining data streams: A review
Advanced Topics on Data Stream Mining
A framework for clustering massive graph streams
Adaptive learning and mining for data streams and frequent patterns
...
You need to find more related papers through
google scholar,
DBLP,
IEEE,
ACM and etc. We advise you to read papers from top conferences and journals as listed in (but not limited to)
CCF1,
CCF2 and etc.
Follow your interest, choose one from these topics listed above, read some papers in your selected topics and write a report.
To wirte this report, you need to consider the following three aspects based on the papers your have read:
- Motivation, i.e., why data mining is used in this application;
- Techniques, i.e., how data mining is used in this application;
- Results, i.e., how well data mining performs in this application.
NOTES:
- Please use this MSWord template to write your report in Chinese with English abstract, the file for submission should be named with your ID number, e.g., "MG1333001.docx".
- Do NOT plagiarize, plagiarism will be seriously penalized: You should be careful on writing your report. Whenever you are using words and works of others, citations should be made clear such that one can tell which part is actually yours. Details about how to identify a plagiarism can be found in "Introduction to the Guidelines for Handling Plagiarism Complaints".
EditSubmission
Name your report using your student ID, e.g., 'MG1333001.docx'.
The file format should be doc/docx, no other format is acceptable.
NO submission after the deadline is acceptable!
NO email submission will be accepted!Upload your file to FTP: (please use FTP software to upload, do not use Windows Explorer or IE)
ftp://lamda.nju.edu.cn/mg_dm13/assignment1/
username: mg_dm13
password: mg_dm13
EditEvaluation
We will evaluate your report according to following aspects:
Language: concise, precise, and logical.
Organization: good structure, clearly and properly separated sections and paragraphs.
Citations: all works of non-yourself should have correct references.
Insights: readers will have an idea on why and how data mining is useful in this application after reading your report.
If plagiarism is identified, no scores will be given to this report.EditPresentation
About 5 submissions will be selected and presented (by the author) in the class.
MF1333012
MF1333013
MG1333011
MG1333058
MG1333069EditContact TA
Mr.
Sheng-Jun Huang and Mr.
Qing DaBack to assignment homepage
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