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COMP2610/COMP6261 Information Theory
创建日期：2024-08-12 16:30:58
标签： COMP2610
Information Theory

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Assignment 3


COMP2610/COMP6261

Information Theory

Assignment 3 weighting is 20% of the course mark.

Instructions:

Marks:

The mark for each question is indicated next to the question. For questions where you are

asked to prove results, if you can not prove a precedent part, you can still attempt subsequent

parts of the question assuming the truth of the earlier part.

COMP2610 students: Answer Questions 1, 2-I, 2-II, 3-5, and 2-III-A. You are not expected

to answer 2-III-B. You will be marked out of 100.

COMP6261 students: Answer Questions 1, 2-I, 2-II, 3-5, and 2-III-B. You are not expected

to answer 2-III-A. You will be marked out of 100..

Submission:

Submit your assignment together with a cover page as a single PDF on Wattle.

Clearly mention whether you are a COMP2610 student or COMP6261 student in the

cover page.

Submission deadlines will be strictly enforced. A late submission attracts a penalty of 5% per

working day. If you submit after the cut-off date, you get zero marks (100% penalty), unless

you are ill, in which case you will need to present a doctor’s certificate, or have undergone

severe trauma of some kind.

All assignments must be done individually. Plagiarism is a university offence and will be dealt

with according to university procedures http://academichonesty.anu.edu.au/UniPolicy.html.

1

Question 1: Entropy and Joint Entropy [10 marks total]

**All students are expected to attempt this question.

An ordinary deck of cards containing 13 clubs, 13 diamonds, 13 hearts, and 13 spades cards is

shuffled and dealt out one card at time without replacement. Let Xi be the suit of the ith card.

(a) Determine H(X1). [4 marks]

(b) Determine H(X1,X2, · · · ,X52). [6 marks]

2

Question 2: Source Coding [30 marks total]

Question 2-I [6 marks total]

**All students are expected to attempt this question.

Consider the code {0,01,011}.

(a) Is it instantaneous? [2 marks]

(b) Is it uniquely decodable? [2 marks]

(c) Is it nonsingular? [2 marks]

Question 2-II [12 marks total]

**All students are expected to attempt this question.

Construct a binary Huffman code and Shannon code (not Shannon-Fano-Elias code) for the following

distribution on 5 symbols p= (0.3,0.3,0.2,0.1,0.1). What is the average length of these codes?

Question 2-III-A [For COMP2610 Students Only] [12 marks total]

**Only COMP2610 students are expected to attempt this question.

Consider the random variable

X =

(

x1 x2 x3 x4 x5 x6 x7

0.49 0.26 0.12 0.04 0.04 0.03 0.02

)

(a) Find a binary Huffman code for X . [4 marks]

(b) Find the expected codelength for this encoding. [3 marks]

(c) Find a ternary Huffman code for X . [5 marks]

Question 2-III-B [For COMP6261 Students Only] [12 marks total]

**Only COMP6261 students are expected to attempt this question.

A random variable X takes on three values, e.g., a, b, and c, with probabilities 0.55, 0.25, and 0.2.

(a) What are the lengths of the binary Huffman codewords for X? What are the lengths of the binary

Shannon codewords for X? [4 marks]

(b) What is the smallest integer D such that the expected Shannon codeword length with a D-ary

alphabet equals the expected Huffman codeword length with a D-ary alphabet? [3 marks]

(c) Here X1 and X2 are independent with each other and take on three values, e.g., a, b, and c, with

probabilities 0.55, 0.25, and 0.2. We define Y = X1X2, e.g., Y = ab if X1 = a and X2 = b. Find

the binary Huffman codewords for Y . [5 marks]

3

Question 3: Channel Capacity [30 marks total]

Question 3-I [20 marks total]

**All students are expected to attempt this question.

There is a discrete memoryless channel (DMC) with the channel input X ∈ X = {1,2,3,4}. The

channel output Y follows the following probabilistic rule.

Y =

{

X probability 12

2X probability 12

Answer the following questions.

(a) Draw the schematic of the channel and clearly show possible channel outputs and the channel

transition probabilities. [5 marks]

(b) Write the mutual information I(X ;Y ) as a function of the most general input probability distri-

bution. [10 marks]

(c) Find a way of using only a subset of the channel inputs such that the channel turns into a noiseless

channel and the maximum mutual information (you need to quantify its value) can be achieved

with zero error. [5 marks]

Question 3-II [10 marks total]

**All students are expected to attempt this question.

The Z-channel has binary input and output alphabets and transition probabilities p(y|x) given by the

following matrix:

p(y|x) =

[

1 0

1/3 2/3

]

x,y ∈ {0,1}

Find the capacity of the Z-channel and the maximizing input probability distribution.

4

Question 4: Joint Typical Sequences [30 marks total]

Question 4-I [15 marks total]

**All students are expected to attempt this question.

Let (xn,yn,zn) be drawn according to the joint distribution p(x,y,z) in an independent and identically

distributed (i.i.d.) manner. We say that (xn,yn,zn) is jointly ε-typical if all the following conditions

are met

|H(xn)H(X)| ≤ ε

|H(yn)H(Y )| ≤ ε

|H(zn)H(Z)| ≤ ε

|H(xn,yn)H(X ,Y )| ≤ ε

|H(xn,zn)H(X ,Z)| ≤ ε

|H(yn,zn)H(Y,Z)| ≤ ε

|H(xn,yn,zn)H(X ,Y,Z)| ≤ ε

where H(xn) =1n log2(p(xn)). Now suppose that (x?n, y?n, z?n) is drawn i.i.d. according to p(x), p(y),

and p(z). Therefore, (x?n, y?n, z?n) have the same marginals as p(xn,yn,zn), but are independent. Find

upper and lower bounds on the probability that (x?n, y?n, z?n) is jointly typical in terms of H(X ,Y,Z),

H(X), H(Y ), H(Z), ε, and n.

Question 4-II [15 marks total]

**All students are expected to attempt this question.

Let p= [0.43,0.32,0.25] be the distribution of a random variable X that takes symbols from {a,b,c},

respectively.

(a) Find the empirical entropy of the i.i.d. sequence

x= aabaabbcabaccab

[5 marks]

(Hints: the empirical entropy H?(xn) =?1n log2(p(xn)).)

(b) Find whether it is a ε-typical sequence with ε= 0.05 [5 marks]

(c) Now assume the following joint probability distribution between X and Y that take symbols from

{a,b,c} and {d,e, f} respectively.

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MATH 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 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