WP_Data Management Best Practices

W H I T E P A P E R

www.persistent.com

References

[1] Ralph Kimball, Margy Ross, Warren Thornthwaite, Joy Mundy and Bob Becker, The Data Warehouse Lifecycle

Toolkit, 2nd edition, Wiley, 2008.

resources/books/data-warehouse-dw-lifecycle-toolkit/

[2] Redman, T.C. (1997). Data Quality for the Information Age. Artech House Computer Science Library, Norwood,

MA, USA, 1997.

[3]

[4] Haug, A., Zachariassen, F. & van Liempd, D. The costs of poor data quality. Journal of Industrial Engineering and

Management, 2011 – 4(2): 168-193.

[5] Fernando Velez, Sunil Agrawal, Data Lakes: Discovering, governing and transforming raw data into strategic data

assets, Persistent SystemsWhite Paper,August 2016,

[6] Gartner, p.6, Private Cloud Matures, Hybrid Cloud is Next, Gartner G00255302, Sept 6, 2013,

[7]

[8]

[9] Kimball Design Tips -

[10] Xing Luna Dong, Divesh Srivastava Big Data Integration, Morgan & Claybook Publishers, Feb 2015

An ICDE

tutorial was initially published in 2013 and is part of the VLDB endowment:

srivastava.pdf

[11] Flach, P. and Savnik I., Database dependency discovery: a machine learning approach, Journal of AI Com.,

12(3):139–160, 1999

[12] ZAbedjan et.al., DFD: Efficient Functional Dependency Discovery, CIKM2014

[13] A. Rahman, A Novel Machine Learning Approach Toward Quality Assessment of Sensor Data IEEE Sensors

Journal, Vol 14(4),April 2014.

[14], J. Freire et.al., Data Polygamy: The Many-Many Relationships among Urban Spatio-Temporal Data Sets

SIGMOD 2016

[15] T. Dasu, J. M. Loh, and D. Srivastava. Empirical glitch explanations. In KDD, pages 572–581, 2014.

[16] D.A. Cohn, L. Atlas, and R.E. Ladner, Improving Generalization with Active Learning, Machine Learning, vol. 15,

no. 2, pp. 201- 221, 1994.

[17] ZAbedjan et.al., Detecting Data Errors: Where are we and what needs to be done?, VLDB 2016

[18] Raman, A. Retail-data quality: evidence, causes, costs, and fixes (2000). Technology in Society, 22, 97–109.

dx.doi.org/10.1016/S0160-791X(99)00037-8