TIM-6130: Data Mining

Janée, G., Sawchuk, S., & Yoo, H.J. (2019). Microsoft excel data curation primer.
Data curation primer with Excel.

Microsoft R Application Network. Data Sources on the Web. (n.d.).
A massive list of data sources available on the web, some in R format but all importable. Site references Microsoft R, which is a version they branded and later discontinued, but it is the same as R-Project and came from the original source code.

Knight, M. (2017, November 30). Data Curation 101: The what, why, and how. DATAVERSITY.
A nice review of what data curation is and why it is important.

Kellam, L., Koziar, K., & Pejša, S. (2020, April 21). DataCurationNetwork/data-primers. GitHub.
Data curation primer with R.

Li, J., He, Y., & Ma, Y. (2017). Research of network data mining based on reliability source under big data environment. Neural Computing & Applications, 28, 327-335.
Review information about the reliability of big data.

Shah, R. Optimization 101 for data scientists. (2018, August). KDnuggets.
Great overview of how to use R for optimization, with examples.

Perceptive Analytics. (2018, May). Optimization using R. KDnuggets.
Yet another good R optimization link.

R built-in data sets - Easy guides - Wiki - STHDA. (n.d.). STHDA - Accueil.
A great description of the data sets built-in with R.
Click on the tab at bottom to access

Microsoft Support. (2021). Using solver to determine the optimal product mix. Microsoft Support.
Optimization of product mix with Excel.

Witten, I. H., Frank, E., & Hall, M. A. (2017). Data transformations. Data mining: Practical machine learning tools and techniques (3rd ed.). 285-334
Read Chapter 8: Data Transformations.
Review information on how big data is mined.

Zhang, X., Jang-Jaccard, J., Qi, L., Bhuiyan, M. A., & Liu, C. (2018, March 15). Privacy issues in big data mining infrastructure, platforms, and applications. Security & Communication Networks 2018, 1-3.
Review information on privacy issues that exist with collecting big data.