A Practical Approach to Data Mining: I Have All These Data; Now What Should i Do?

Quality Engineering

Volumn 27, Issue 4, 2015, Pages 477-487

  Snee, Ronald D ^a  

^a Translational Medicine Department   (United States)

Author keywords

Analytics; data mining; data pedigree; model validation; project strategy

Indexed keywords

AIR NAVIGATION;

ANALYTICS; DATA COLLECTION PROCESS; DATA PEDIGREE; LARGE VOLUMES; MODEL VALIDATION; PROJECT STRATEGY; SAMPLING SCHEMES; SUBJECT MATTERS;

DATA MINING;

EID: 84941873844     PISSN: 08982112     EISSN: 15324222     Source Type: Journal    
DOI: 10.1080/08982112.2015.1065322     Document Type: Article

References (18)

1. Box, G. E. P., Norman, R. D. (1987). Empirical Model-Building and Response Surfaces. New York, NY: John Wiley and Sons.
2. Box, G. E. P., Hunter, W. G., J. S. (1978). Statistics for Experimenters. New York: John Wiley and Sons.
3. Davenport, T. H., Harris, J. G. (2007). Competing on Analytics. Boston, MA: Harvard Business Press.
4. DeVeaux, R. D., Hand, D. J. (2005). How to lie with bad data. Statistical Science, 20: 231-238.
5. Hoerl, R. W., Snee, R. D. (2010). Statistical thinking and methods in quality improvement: A look to the future. Quality Engineering 22 (3),. July-September (2010): 119-139.
6. Hoerl, R. W., Snee, R. D. (2012). Statistical thinking: Improving business performance, 2nd Edition. Hoboken, NJ: John Wiley and Sons.
7. Juran, J. M., Godfrey, A. B. (1999). Juran's quality handbook, 5th Edition. New York, NY: McGraw-Hill.
8. Montgomery, D. C. (2013). Design and analysis of experiments, 8th Edition. Hoboken, NJ: John Wiley and Sons.
9. Montgomery, D. C., Peck, E. A., Vining, C. G. (2001). Introduction to linear regression analysis, 3rd Edition. New York, NY: John Wiley and Sons.
10. Pierrard, J. M., Snee, R. D., Zelson, J. (1974). A new approach to setting vehicle emission standards. Air Pollution Control Association Journal 24 (9): 841-848.
11. Quality Engineering. (2012). Special Issue on Statistical Engineering, ed. C. M. Anderson-Cook, and L. Lu. Quality Engineering 24 (2).:107-359.
12. Ross, W. J. (1999). Aspects of data analysis: Practical, graphical, analytical. Personal communication.
13. Snee, R. D. (1977). Model validation: Methods and examples. Technometrics 19: 415-428.
14. Snee, R. D. (2002). Develop useful models-finding the critical few xs allows you to better control and optimize a process. Quality Progress,. 35: 94-96.
15. Snee, R. D., Hoerl, R. W. (2003). Leading six sigma-a step by step guide based on experience with general electric and other six sigma companies. New York, NY: FT Prentice Hall.
16. Snee, R. D., Hoerl, R. W. (2012). Inquiry on pedigree-do you know the quality and origin of your data ? Quality Progress. December 2012: 66-66.
17. Snee, R. D., Pierrard, J. M. (1977). The annual average: An alternative to the second highest value as a measure of air quality. Air Pollution Control Association Journal 27 (2): 131-133.
18. Snee, R. D., DeVeaux, R. D., Hoerl, R. W. (2014). Follow the fundamentals-four data analysis basics will help you do big data projects the right way. Quality Progress,. 47: 24-28.