Answered step by step
Verified Expert Solution
Question
1 Approved Answer
2 . Social Network A social network consists of a finite set of members. Members $i$ and $j$ are said to be * linked *
Social Network
A social network consists of a finite set of members. Members $i$ and $j$ are said to be linked if either they are friends or they are friends of friends which is shown in an example and then formally defined below.
As an example, here is a social network that has five members A B C D and E Friends are any two members that are connected by one line segment. For example, A and B are friends, and C and E are friends. Member A has friends; B C and D have one friend each; and E has two friends. Members B and C aren't friends but they are linked by the sequence of friends BAEC.
undirected graphhwqgraph.png
Formally, Members $i$ and $j$ are linked if either they are friends or for some $n ge $ there are members $a aldots an$ such that Members $i$ and $a$ are friends, Members $a$ and $a$ are friends, Members $a$ and $a$ are friends, and so on and Members $an$ and $j$ are friends.
Consider a network of $m$ members. For $le i le m$ let $fi$ be the number of friends of Member $i$ and assume that $fa
e fb$ for some members $a$ and $b$ Also assume that every member is linked to every other member.
Let $X X Xldots$ be a Markov Chain on the set of members, with transitions based on the following proposal scheme. Given that the chain is at Member $i$:
Select a friend uniformly at random from all of Member $i$s friends.
If the selected friend is Member $j$ then:
If $fj le fi$ move to $j$
If $fj fi$ toss a coin that lands heads with chance $fi fj$ If it lands heads, move to $j$ If it lands tails, stay at $i$
a For states $i
e j$ find the onestep transition probability $Pi j PX j mid Xi$
b Briefly explain why the chain has a steady state distribution, and find that distribution. Identify it as one of the famous ones and provide its name and parameters.
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started