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Business Intelligence by Jerzy Surma

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Chapter 4

1. Hand, Mannila, and Smyth (2001).

2. Frawley, Piatetsky-Shapiro, and Matheus (1992); Piatetsky-Shapiro, Fayyad, Smyth, and Uthurusamy (1996).

3. Hand, Mannila, and Smyth (2001).

4. Larose (2004).

5. Aczel (2005).

6. Breiman, Friedman, Olshen, and Stone (1984).

7. Quinlan (1993).

8. This example is inspired by the Golf example from Quinlan (1993).

9. Quinlan (1993).

10. You can find further formulas and details concerning these calculations, among others things, in Quinlan (1993) and Larose (2004).

11. Larose (2004); Weiss and Kulikowski (1991).

12. Popper (2004).

13. Mitchel (1997).

14. Classification accuracy = the number of properly classified examples in the test set = (40 + 30) ÷ 100 = 0.7.

15. Anderberg (1973).

16. MacQueen (1967); ...

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