An outer bound for 2-receiver discrete memoryless broadcast channels
📝 Original Info
- Title: An outer bound for 2-receiver discrete memoryless broadcast channels
- ArXiv ID: 0807.3593
- Date: 2008-07-24
- Authors: ** Chandra Nair (Department of Information Engineering, The Chinese University of Hong Kong) **
📝 Abstract
An outer bound to the two-receiver discrete memoryless broadcast channel is presented. We compare it to the known outer bounds and show that the outer bound presented is at least as tight as the existing bounds.💡 Deep Analysis
📄 Full Content
arXiv:0807.3593v1 [cs.IT] 23 Jul 2008
1
An outer bound for 2-receiver discrete memoryless
broadcast channels
Chandra Nair
Department of Information Engineering
The Chinese University of Hong Kong
Abstract— An outer bound to the discrete memoryless broad-
cast channel is presented. We compare it to the known outer
bounds and show that the outer bound presented is at least as
tight as the existing bounds.
I. INTRODUCTION
There has been a series of outer bounds presented to the
capacity region of the broadcast channel [2], [3], [4]. All
the bounds follow from the use of Fano’s inequality and the
Csiszar sum lemma[1]. In this note, we present another outer
bound along these lines that is at least as tight as the known
bounds.
II. TWO RECEIVER BROADCAST CHANNEL WITH PRIVATE
MESSAGES ONLY
The following lemma presents an outer bound for the capac-
ity region of the two receiver discrete memoryless broadcast
channels.
Lemma 1: Consider
the
set
of
all
random
variables
U, V, W1, W2 such that (U, V, W1, W2) →X →(Y1, Y2) for a
Markov chain. Further assume that U and V are independent;
and the distribution (U, V, W1, W2, X, Y1, Y2) satisfies the
following equalities:
I(U; Y1|W1) = I(U; Y1|V, W1)
I(V ; Y2|W2) = I(V ; Y2|U, W2)
I(U; V |W1, W2, Y1) = I(U; V |W1, W2, Y2)
I(W2; Y1|W1) = I(W1; Y2|W2)
I(W2; Y1|U, W1) = I(W1; Y2|U, W2)
(1)
I(W2; Y1|V, W1) = I(W1; Y2|V, W2)
I(W2; Y1|U, V, W1) = I(W1; Y2|U, V, W2).
Then the set of rate pairs R1, R2 satisfying
R1 ≤I(U; Y1|W1)
R2 ≤I(V ; Y2|W2)
constitutes an outer bound to the capacity region of the discrete
memoryless broadcast channel.
Proof: The inequalities follows immediately from Fano’s
inequality and the following identifications:
ˆW1i = Y i−1
1
ˆW2i = Y n
2 i+1
U = M1
V = M2.
We then set W1 = ( ˆ
W1, Q), W2 = ( ˆ
W2, Q), where Q is
an independent random variable chosen uniformly at random
from the interval {1, ..., n}.
The last four equalities are a direct application of the
Csiszar sum lemma [1] and the proof is omitted. The first two
equalities follow from Fano’s inequality and the independence
of M1 and M2; and the proof is again omitted. The third
equality follows as follows:
I(U; V |W1, W2, Y1) −I(U; V |W1, W2, Y2)
= lim
n→∞
1
n
n
X
i=1
I(M1; M2|Y i
1 , Y n
2 i+1) −I(M1; M2|Y i−1
1
, Y n
2 i)
= lim
n→∞
1
n (I(M1; M2|Y n
1 ) −I(M1; M2|Y n
2 ))
= 0
The last step follows from Fano’s inequality.
Remark 1: We note the following divergence from the
normal presentation of the outer bounds: the absence of a
sum rate constraint, as well as the presence of a number of
equalities.
We will compare this bound to the following existing
bound1 for the same setting.
Bound 1: The union of rate pairs (R1, R2) that satisfy the
following inequalities
R1 ≤I(U, W; Y1)
R2 ≤I(V, W; Y2)
R1 + R2 ≤min{I(W; Y1), I(W; Y2)} + I(U; Y1|W)
+ I(V ; Y2|U, W)
R1 + R2 ≤min{I(W; Y1), I(W; Y2)} + I(U; Y1|V, W)
+ I(V ; Y2|W).
1The equivalence of the bounds can be observed from the fact that for the
identifications in [2] I(U; V |W, Y1) = I(U; V |W, Y2), and this implies the
bound presented in [3].
2
over all p(u)p(v)p(w|u, v)p(x|u, v, w)p(y1, y2|x) forms an
outer bound to the capacity region.
Claim 1: The region specified by the lemma 1 is at least
as tight as the region specified by Bound 1.
Proof: We need to show that any (R1, R2) satisfying the
constraints of Lemma 1 is contained in the region described
by Bound 1. To show the inclusion, we set W = (W1, W2).
Observe that
I(V ; Y2|U, W1, W2) = I(V ; Y2|W1, W2)
−I(U; V |W1, W2) + I(V ; U|W1, W2, Y2)
Using the equality
I(V ; U|W1, W2, Y2) = I(V ; U|W1, W2, Y1)
it is easy to see that
I(U; Y1|W1, W2) + I(V ; Y2|U, W1, W2)
= I(U; Y1|V, W1, W2) + I(V ; Y2|W1, W2).
(2)
Therefore the two sum rate constraints in Lemma 1 are
identical.
Hence it suffices to prove that
I(U; Y1|W1) + I(V ; Y2|W2)
≤I(W1, W2; Y1) + I(U; Y1|W1, W2)
+ I(V ; Y2|U, W1, W2).
(The other one obtained by replacing I(W1, W2; Y1) with
I(W1, W2; Y2) follows similarly. To get the symmetric expres-
sion, just use (2).)
Observe that
I(U, W1, W2; Y1) + I(V ; Y2|U, W1, W2)
= I(W1; Y1) + I(U; Y1|W1) + I(W2; Y1|U, W1)
+ I(V ; Y2|U, W1, W2)
= I(W1; Y1) + I(U; Y1|W1) + I(W1; Y2|U, W2)
+ I(V ; Y2|U, W1, W2)
= I(W1; Y1) + I(U; Y1|W1) + I(V, W1; Y2|U, W2)
= I(W1; Y1) + I(U; Y1|W1) + I(W1; Y2|U, V, W2)
+ I(V ; Y2|U, W2)
(a)
= I(W1; Y1) + I(U; Y1|W1) + I(W1; Y2|U, V, W2)
+ I(V ; Y2|W2)
≥I(U; Y1|W1) + I(V ; Y2|W2),
where (a) follows from the following:
I(V ; Y2|U, W2) = I(V ; Y2|W2).
III. TWO RECEIVER BROADCAST CHANNEL WITH
COMMON MESSAGE AS WELL AS PRIVATE MESSAGES
The following outer bound was presented in [4] for the
capacity region of the broadcast channel for two receivers with
a common message as well as private messages.
Bound 2: [4] The capacity region is a subset of the New-
Jersey region, which can be obtained by taking the union of
rate triples (R0, R1, R2) satisfying
R0 ≤min I(T ; Y1|W1), I(T ; Y2|W2)
R1 ≤I(U; Y1|W1)
R2 ≤I(V ; Y2|W)
R0 + R1 ≤I(T, U; Y1|W1)
R0 + R1 ≤I(U; Y1|T, W1, W2) + I(T, W1; Y2|W2)
R0 +
Reference
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