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Data Warehousing and Data Mining




                    notes          7.   “The  quality  meta-model  is  not  instantiated  directly  with  concrete  quality  factors  and
                                       goals, it is instantiated with patterns for quality factors and goals.” Explain.
                                   8.   Explain data warehouse quality in detail.
                                   9.   “A quality factor is a special property or characteristic of the related object with respect to
                                       a quality dimension.” Discuss.

                                   10.   Does  the  data  warehouse  play  a  tactical  role,  so  that  it  makes  a  positive  day-to-day
                                       difference? Explain.

                                   answers: self assessment

                                   1.   (a)                              2.   (b)
                                   3.   (c)                              4.   meta data hub

                                   5.   Quality metrics                  6.   natural language requirements
                                   7.   quality factor                   8.   data cleaning
                                   9.   loading process                  10.  query

                                   12.9 further readings




                                   Books       A. K. Jain and R. C. Dubes, Algorithms for Clustering Data, Prentice Hall, 1988.
                                               Alex Berson, Data Warehousing Data Mining and OLAP, Tata Mcgraw Hill, 1997
                                               Alex  Berson,  Stephen  J.  Smith,  Data  warehousing,  Data  Mining  &  OLAP,  Tata
                                               McGraw Hill, Publications, 2004.
                                               Alex  Freitas  and  Simon  Lavington,  Mining  Very  Large  Databases  with  Parallel
                                               Processing, Kluwer Academic Publishers, 1998.

                                               J. Ross Quinlan, C4.5: Programs for Machine Learning, Morgan Kaufmann Publishers,
                                               1993.
                                               Jiawei Han, Micheline Kamber, Data Mining – Concepts and Techniques, Morgan
                                               Kaufmann Publishers, First Edition, 2003.
                                               Matthias  Jarke,  Maurizio  Lenzerini,  Yannis  Vassiliou,  Panos  Vassiliadis,
                                               Fundamentals of Data Warehouses, Publisher: Springer

                                               Michael Berry and Gordon Linoff, Data Mining Techniques (For Marketing, Sales,
                                               and Customer Support), John Wiley & Sons, 1997.
                                               Michael J. A. Berry, Gordon S Linoff, Data Mining Techniques, Wiley Publishing
                                               Inc, Second Edition, 2004.
                                               Sam  Anohory,  Dennis  Murray,  Data  Warehousing  in  the  Real  World,  Addison
                                               Wesley, First Edition, 2000.

                                               Sholom M. Weiss and Nitin Indurkhya, “Predictive Data Mining: A Practical Guide”,
                                               Morgan Kaufmann Publishers, 1998.
                                               Sushmita Mitra, Tinku Acharya, Data Mining – Multimedia, Soft Computing and
                                               Bioinformatics, John Wiley & Sons, 2003.







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