LOYOLA COLLEGE (AUTONOMOUS), CHENNAI – 600 034 M.Sc. DEGREE EXAMINATION – STATISTICS FIRST SEMESTER – April 2009 YB 32 ST 1809 - MEASURE AND PROBABILITY THEORY Date & Time: 25/04/2009 / 1:00 - 4:00 Dept. No. Max. : 100 Marks SECTION A Answer all questions. (10 x 2 = 20) 1. Define limit inferior of a sequence of sets. 2. Mention the difference between a field and a σ – field. 3. Give an example for counting measure. 4. Define Minimal σ – field. 5. Show that a Borel set need not be an interval. 6. Define Signed measure. 7. State Radon – Nikodym theorem. 8. Show that the Lebesgue measure of any interval is its length. 9. State Borel-Cantelli lemma. 10. Mention the various types of convergence. SECTION B Answer any FIVE questions. (5 x 8 = 40) 11. Let x n be an increasing sequence of real numbers and let An , xn . What is the connection between a.) lim sup x n and lim sup An b.) lim inf x n and lim inf An ? n n n n 12. Show that every finite measure is a σ – finite measure but the converse need not be true. 13. State and prove the order preservation property of integrals and hence show that if hd exists then hd h d . is finite for 0 j k , k 0 . 14. Show that if E X k is finite, then E X j 15. State and prove Monotone convergence theorem for conditional expectation given a random object. 16. Show that the random variable X having the distribution function 0, x 0 x F ( x) 1 3 1 3x is neither discrete nor continuous. 1 e e , x 0 2 2 17. State and prove Chebyshev’s inequality. 18. If Y1 Y2 a.e P , show that a.) EY1 | g EY2 | g a.e P and b.) EY1 | X x EY2 | X x a.e P . 1 SECTION C Answer any TWO questions. (2*20=40) 19. a.) Let An , n 1and Bn , n 1be two increasing sequences of sets defined on , , P . If lim An lim Bn then show that lim P An lim PBn . n n n n b.) If hd exists, show that chd c hd where ‘c’ is a constant. (6+14) 20. State and prove basic integration theorem. 21. a.) State and prove Weak law of large numbers. b.) State and prove Minkowski’s inequality. (10+10) 22. a.) Derive the defining equations of the conditional expectation given a random object and given a -field. b.) Let Y1,Y2,…,Yn be iid random variables from U(0,θ), θ > 0. Show that a .s . X n where Xn = max{Y1,Y2,…,Yn}. (10+10). ************* 2