Statistics for Finance: Tutorial 4 - Probability Distributions and Expected Values, Study Guides, Projects, Research of Finance

Various problems related to probability distributions and expected values in finance. Topics include finding probabilities of normal distributions, calculating expected values and standard deviations of investments, and matrix operations. Students will gain a deeper understanding of statistical concepts and their applications in finance.

Typology: Study Guides, Projects, Research

2010/2011

Uploaded on 09/10/2011

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Basic Statistics for Finance
Tutorial 4
1. (a) Let z ~ N(0,1). Find (i) P( - 1 < z ); (ii) P( z < - 1.2 ).
(b) Let X ~ N(3,9). Find (i) P( X > 7.5 ); (ii) P( - 6 < X < 0 ); (iii) P( 2X < 12 ).
2. The NPV of an investment project (measured in £ million) is believed to have the following
probability distribution: N( 16, 64). Find the probability that the NPV will be
(i) less than zero; (ii) greater than 20.
3. Consider an investment project which would cost £ 7.5 million and have a 3 year life. The
net annual cash flows (in £ million), CFi , i = 1,2,3, are random variables with probability
distributions N(2, 1), N(4, 1.44) and N(8, 2.25) respectively.
The correlation (ρij) between cash flow i and cash flow j is as follows:
ρ12 = 0.4, ρ13 = 0.2, ρ23 = 0.6. The appropriate discount rate is 6%.
(i) Calculate the expected NPV for the project and its standard deviation.
(ii) Find the probability that the project's NPV is less than £ 2 million.
4. The vectors and matrices used in the questions below are as follows:
a' = b' = A = B = C =
(a) Find (i) a' + b' (ii) A + B (iii) B – A.
(b) Write down (i) a (ii) A' (iii) (A + B)'
(c) Evaluate (i) a'b (ii) ab'
(d) Evaluate (i) a'C (ii) AB .
(e) Show that (AB)' = B'A'.
(f) Find A-1.

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Basic Statistics for Finance

Tutorial 4

  1. (a) Let z ~ N(0,1). Find (i) P( - 1 < z ); (ii) P( z < - 1.2 ). (b) Let X ~ N(3,9). Find (i) P( X > 7.5 ); (ii) P( - 6 < X < 0 ); (iii) P( 2X < 12 ).
  2. The NPV of an investment project (measured in £ million) is believed to have the following (i) less than zero; (ii) greater than 20.probability distribution: N( 16, 64). Find the probability that the NPV will be
  3. Consider an investment project which would cost £ 7.5 million and have a 3 year life. Thenet annual cash flows (in £ million), CF distributions N(2, 1), N(4, 1.44) and N(8, 2.25) respectively.i^ , i = 1,2,3, are random variables with probability The correlation (ρ (^) ij) between cash flow i and cash flow j is as follows: ρ 12 = 0.4, ρ 13 = 0.2, ρ 23 = 0.6. The appropriate discount rate is 6%. (i) Calculate the expected NPV for the project and its standard deviation. (ii) Find the probability that the project's NPV is less than £ 2 million.
  4. The vectors and matrices used in the questions below are as follows:a' = b' = A = B = C =

(a) Find (i) a' + b' (ii) A + B (iii) B – A. (b) Write down (i) a (ii) A' (iii) (A + B)' (c) Evaluate (i) a'b (ii) ab' (d) Evaluate (i) a'C (ii) AB. (e) Show that (AB)' = B'A'. (f) Find A-^.