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STAT 244 Midterm

创建日期：2024-04-01 14:16:00

所属分类：统计学statistics

标签： STAT 244

Midterm

STAT 244 Midterm

1. Please write the following statement “”I have not given or received any unauthorized assistance on
this examination” and sign it. Your work will not be graded without such a signed statement.
2. For the Calculations questions, be sure to show your computations and to write down whatever
equation you use. In order to receive full credit for a problem, you should show all of your work
and explain your reasoning. Circle your final answer. Good work can receive substantial partial
credit even if the final answer is incorrect.
3. If you make a mistake in a multi-part question, later parts will be graded for following through
correctly. You should try all parts of a problem even if you get stuck on an early part. If necessary,
state and assume a value from an earlier part.
4. If you are unsure of what a question is asking for, do not hesitate to ask the instructor for clarification
via email.
5. You may need to use a calculator to answer some questions.
Points Value
Multiple Choice 20
Question 5 16
Question 6 16
Question 7 12
Question 8 16
Question 9 10
Question 10 10
TOTAL 100
1 Multiple Choice (20 points)
Do not explain your answers for this section—just circle one.
1. [5 pts] Let A and B be events, which each have nonzero probability. Suppose that A and B are
disjoint. Are A and B independent?
(a) Yes. With the information given, we can conclude that A and B are independent.
(b) No. With the information given, we can conclude that A and B are not independent.
(c) Unknown. There is not enough information given to determine whether A and B are indepen-
dent or not.
.
2. [5 pts] For independent random variables X and Y
Var(X − Y ) = Var(X)− Var(Y )
is:
(a) True
(b) False
.
3. [5 pts] For a continuous random variable X with density f(x),
E(log(X)) =
∫ ∞
x=−∞
log(x) · f(log(x)) dx.
(a) True
(b) False
.
4. [5 pts] Suppose we draw 10 cards from a standard deck, without replacement. Then the distribution
of X, the number of Kings that we have, is Binomial(10, 4/52).
(a) True
(b) False
(Note—you do not need to numerically calculate the correlation/covariance to answer this question.)
.
2 Calculations (80 points)
For full credit, show your work for all problems in this section.
5. [16 pts] Suppose I roll a die 10 times. Let X = # of 1’s and Y = # of 2’s.
(a) [8 pts] Calculate P(X = 5 | Y = 5).
(b) [8 pts]Calculate E(XY )
6. [16 pts] Let X, Y both be Exponential(2) random variables, X, Y are independent. This distribu-
tion has density fX(x) = 2e
−2x, fY (y) = 2e−2y and CDF FX(x) = 1 − e−2x, FY (y) = 1 − e−2y on
the support x, y ∈ (0,∞).
(a) [6 pts] Find the PDF of X − Y .
(b) [6 pts] Let Z = bXc, which is X rounded down to an integer. For example if X = 2.1 then
Z = 2, or if X = 5.9 then Z = 5. Find the CDF of Y − Z. You can have answers with
summation/integral notations.
(c) [4 pts] Let D = X − Z, the decimal part of X. For example if X = 2.1 then Z = 2 and
D = 0.1. Are Z and D independent or not? Explain.
7. [12 pts] Consider the following procedure. We have a fair coin. First, we flip the coin once. Let
Y = the outcome of the first flip (Y = 1 if Heads, Y = 0 if Tails). If the first flip comes up Heads,
we then flip the coin two additional times; if the first flip comes up Tails, then we instead flip the
coin four additional times. Let Z be the number of Heads in these additional flips (not counting the
initial first flip).
(a) [6 pts] Calculate E(Z).
(b) [6 pts] Calculate P(Y = 0 | Z = 0).
8. [16 pts] Let X and Z be independent draws from a Uniform[−1, 1] distribution.
(a) [6 pts] Let Y = 1 − X2. Find either the CDF of Y , FY (y), or the density of Y , fY (y), and
also state the support of Y , i.e. the range of possible values. You do not need to compute both
the CDF and the density.
(b) [4 pts] Multiple choice—what is the correlation, Corr(X,Y )? Circle one:
i. Equal to −1.
ii. Negative, but not −1.
iii. Equal to 0.
iv. Positive, but not 1.
v. Equal to 1.
You do not need to calculate the correlation, but you may briefly explain your answer (not
required).
(c) [6 pts] Let A = (X +Z)2 and calculate E(A). You may use the following facts: a Uniform[0,1]
random variable U has E(U) = 12 and Var(U) =
1
12 .
9. [10 pts] Let (X,Y ) be random variables supported on the unit square [0, 1]×[0, 1], with joint density
f(x, y) = 0.5 + 2xy. Calculate the conditional density fY |X(y | x).
10. [10 pts] The unit interval [0, 1] is broken into two pieces, with the break point chosen uniformly
at random along the interval. Next, a point X on the unit interval [0, 1] is chosen uniformly at
random. What is the probability that X is in the larger of the two pieces? It’s fine to have integral
or summation notation in your final answer, but no probability/statistics notation such as pX or
E(X) etc.

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关键词一关键词二关键词三关键词四关键词五和法规和的发更好的风格和 ECON 615 FINC 612 CSC148 COMP 639 ACCT 203 ACCT 211 PSYC 101 MTH2009 COMP52315 PSYCO 432 statistics MATH4063 11 xxx 1 MA1MSP MAST30028 MATH3888 CS341 EEE30002 ES2F5 MCD4160 CC0933 ECON 1101 MCHM3001 CHEM3118 COMMGMT 2511 COMP41280 STAT 631 24T1 IRE379 SENG365 ECON433 FIT3139 MATH4602 LING5621M FINS5516 ECON3208 MN2177 L2 SM EEET1415 Finance DS4023 COMP3004 7CCSMRTS K1S5B6 Stat230 CSCI4211 CSI2132 ECON30130 MAS6100 ENVS222 COM2107 INFO1112 STAT 4004 FIT2100 comp2022 COMP4691 Physics 307 Econ 659 probability CSCI316 fir29 CSCI203 COMP3160 COMP6714 INFO1113 Physics 7B Physics Photonics S203031 STAT2005 COMP90015 CSCI 2110 CSCC46 Information CSC477 COMP4650 Statistical COMP 346 COMP1017 ELEC340 MATH1007 Programming function STAT 244 CS 134 Java cse13s Math 108A FW20 ECON3389 CSE 130 Science 331 COMP9020 engineering COSC 445 CSE 5523 GAME2012 visualization MATH 235 Math 370 CSC343 COGS 108 EE524 COMP10200 STAT 416 3FK4 MSCI 311 ECON6113 ACC40700 EMESTER1 MAS8383 ECO 512 STAT 8310 CMN3102 MA577 CMPT 225 COMP0045 Methods Equations MATH 113 Math 3283W ICS-33 EN4302/ENT603 BIA B350F MA318 MTHM506 MECH 5315M ECONOMICS MAS8382 COM 2004 PX3142 XJEL 3662 STAT 231 MGT B399F PX4131 COM2108 30AM MSCI521 ECONM1015 ACFI304 GR5241 MATH10101 ECON 2070 COMS31900 EFIM20011 CSE 250B ACSE-5 STAT4207 SOFT2412 ELEC 331 AY2020 MSIN0209 FIT2094 CS 241L ST404 CS 411 3D CA3 INF4002 COMP3506 SIT718 CS 188 CS 170 MATH 138 CSE 251A CMT118 DATA5207 CMPT307 CMPT459 T1 PGEE11108 COSC 3P32 ME 163 MATH96007 7QQMM203 EE6227 BA 574 STA 4234 ECO206Y1Y ECO2008 MT2300 MATH 11158 CS 527 MACM 316 CSE474 2DI70 ISE 525 COMP3411 EMAT30007 7CCSMBDT MFIN704 MFIN704W21 MfIB ECE 438 CS 436 F36 CS5344 FE 621A FE621 TBA 612 ECM3151 ECMM422 MF1 MSIN0107 ESSMENT CS 5854 MFIT 5008 MIPS R4000 ENG5274 BU52018 ENG2079 BIOA02 STA2570 F0 INF553 STAT 440 STAT3008 COMP9417 COMP6451 6COM1042 BU52006 ST303 HW-1 CISC-235 CS 510 MATH3161 ECN 140 ECE391 Comp 3613 CVEN 9625 PRG455 UESTION 1 EARN 5 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239 QF5203 INFR08010 IT114105 FIT2093 ECON3124 ECON1195 MATH 337 STAT 3006 COMP202 COMP3130 MATH3609 COMP 250 CS6140 IEEE ELE00041I FIN40090 CIV 5899 MATH3066 IGNMENT MATH 2009 STAT3405 HIST 101 MATH 3281 CEGE0042 ICT532 LAB 7 LAB 5 MCO455 CSIT214 Q4 IFB104 A1 ECO220Y5Y DA5020 CMPSC473 FIN9007 DSCI553 MSCI534 COMP3308 CSE-112 CMPT 310 EE104 F 2C P20 ALY2010 BUSM060 STA258 ECO00030M R BIOSTAT 274 COS6012-B FIT3155 CMPUT 340 EC421 INFS4205 ECOM135 NATS 1740 COMP809 MBE 6005 STA465 CSSE2310 CIVL2700 DATA4700 CMPSC 473 ISE 529 CS5044 MAST30020 COMP2207 ENGG1001 COMP0046 FIT3165 STAT GR5241 MECH0007 vATHK1001 ANALYTIC ATHK1001 MATH352001 HW3 S1 BMAN 24662 COMP 636 Stat-461 STAT 302 STAT 2132 STAR534 ENG4137 CMP3752M CS3103 BISM3222 STA 135 ME155A IIMT3601 ECON3371 ECON 3371 HW4 FINA 5840 DT211C CTEC3902 MAT005 MATH2148 S261F Econ 332 MATH3734 MIS41270 7CCMFM13 SYST 664 CIS434 CENG10014 MT4111 MT4527 ECMM424 CMT219 Math 136 MATH 3120 COMP10002 MAST20009 MATH0058 BEEM117 ISYE 6420 MGMTMFE 405 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1300A ENGG 1300 OLET1139 STAT 3503 STAT 206 FEM11149 ELEN 4720 COMP20003 SOLA1070 CS574 C11CS LINB29H3 MAST90083 ECON7200 STAT 610 LINB29 DSM-5 COMP3161 EEEN40010 MATH 4431 K353 STA 3386 IERG4300 COMS W4167 ENG5298 AMME 2302 CS3910 COMPSCI 320 STATS 369 GR5242 COSC 328 CSCI435 MGTS1301 INFS2200 COMP3900 CIS 375 Module AE03 COMP3121 CS260 HAM503 MGMT5050 INT3075 COSC 285 GEOL0029 GEGE2X01 STAT1201 MATH1061 MMF1941H STAT 5060 CS 520 COMP 4320 MSIN0104 000T FINS3648 ECMT2160 ECON4003 Phys 129L CSE 142 CS 3130 MGEB01 EECS 340 Finance (20443/20444) ECMM149 COMP5310 EEEN60180 CSC 111 AT2 CSCI 4430 STAB57 MA/CSC 427 MATH322 D100 CSCI544 CITS3004 CI6227 CSE 565 APCO 1P01 852L1 ELEC S411F COMP3207 STATS330 ECON7530 FIT5149 CSI4104 CMPT 371 COMP201 SEHS4696 FI4003 MATH6182 CG1 WS MATH401 MGT 205 QTM 110 COMP 0137 MACE12201 FIT5210 ECE 544 BISM7206 HUDM 6055 ECON3203 STATS 210 MSCI 570 MATH6173 COMPSCI4039 Accounting COM3503 AOE2024 ECON213 PSYC10004 Control Data 100/200A PHIL2617 PHYS3116 MIE250 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