Applied Statistics with Data Analytics (R), Zylabs.com
Read Chapter 18 and Chapter 19
Data Science Foundations with R, Zylabs.com
Read Chapter 3
This reading provides the necessary foundation for setting up the EDA environment.
Applied Statistics with Data Analytics (R), Zylabs.com
Read Chapter 15, Chapter 29.2
Data Science Foundations with R, Zylabs.com
Read Chapters 3, 4
This reading provides the necessary foundation for setting up the EDA environment
More Optional Readings:
Optional Readings
Harvard Business School Online. (n.d.). Data collection methods. Retrieved from https://online.hbs.edu/blog/post/data-collection-methods
Leonard Richardson. (n.d.). Beautiful Soup Documentation. Retrieved from https://www.crummy.com/software/BeautifulSoup/bs4/doc/
Scrapy Developers. (n.d.). Scrapy Documentation. Retrieved from https://docs.scrapy.org/en/latest/
SeleniumHQ. (n.d.). Selenium Documentation. Retrieved from https://www.selenium.dev/documentation/en/
Willis, G. B. (2004). Cognitive interviewing: A tool for improving questionnaire design. sage publications.
Lunemann. (2006). Cognitive Interviewing: A Tool for Improving Questionnaire Design. Technical Communication., 53(1).
Emilio, M. D. P. (2013). Data acquisition systems. Springer.
Park, J., & Mackay, S. (2003). Practical data acquisition for instrumentation and control systems. Newnes.
Basili, V. R., & Weiss, D. M. (1984). A methodology for collecting valid software engineering data. IEEE Transactions on software engineering, (6), 728-738.
Van Selm, M., & Jankowski, N. W. (2006). Conducting online surveys. Quality and quantity, 40, 435-456.
Evans, J. R., & Mathur, A. (2005). The value of online surveys. Internet research, 15(2), 195-219.
Rendon, E., Alejo, R., Castorena, C., Isidro-Ortega, F. J., & Granda-Gutierrez, E. E. (2020). Data sampling methods to deal with the big data multi-class imbalance problem. Applied Sciences, 10(4), 1276.
Lehner, P. N. (1992). Sampling methods in behavior research. Poultry science, 71(4), 643-649.
Shapiro, A. (2003). Monte Carlo sampling methods. Handbooks in operations research and management science, 10, 353-425.
Yates, F. (1953). Sampling methods for censuses and surveys. Sampling methods for censuses and surveys., (2nd ed).
Lomborg, S., & Bechmann, A. (2014). Using APIs for data collection on social media. The Information Society, 30(4), 256-265.
Campan, A., Atnafu, T., Truta, T. M., & Nolan, J. (2018, December). Is data collection through twitter streaming api useful for academic research?. In 2018 IEEE international conference on big data (big data) (pp. 3638-3643). IEEE.
Wu, W., Wang, P., Xie, Y., Liu, Y., Chow, G., & Wang, J. (2023). Web Connector: A Unified API Wrapper to Simplify Web Data Collection. Proceedings of the VLDB Endowment, 16(12), 4042-4045.
Sawant, A. A., & Bacchelli, A. (2015, May). A dataset for API usage. In 2015 IEEE/ACM 12th Working Conference on Mining Software Repositories (pp. 506-509). IEEE.
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