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Contents. IntroductionExamples of Six Degrees of SeparationJustification of Six DegreesScale Free NetworkConclusion. . . Introduction. Do you have an experiment such that new acquaintance for you is your friend's friend?Have you ever said
 
                
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1. Small World Six Degrees of Separation- Teruhiko Yoneyama 
3. Introduction Do you have an experiment such 
that new acquaintance for you is 
your friends friend?
Have you ever said 
Whats a Small World!! ? 
4. Introduction Question:
For given any two persons in 
the worlds, how many 
intermediate people are 
needed to connect the two person? 
5. Example 1 Stanley Milgrams Experiment;
He sent mails to random people in 
Kansas and Nebraska, and asked 
them to readdress the mail to 
their acquaintance who may know 
the target person in Boston. 
7. Average Number of Intermediate 
people is 5.5 
8. Example 2 Erdos Number:
Paul Erdos is very famous mathematician 
who published 1500 papers. Many 
Researchers are proud of being his 
collaborator.
A person who writes a paper with him has 
Erdos Number of 1.
A person who writes a paper with a person 
whose Erdos Number is 1 has Erdos 
Number of 2. And so on. 
11. Justification of Six Degrees In both examples, the number of 
degree of separation is less than 6.
Is this value reasonable?
Suppose the total population in 
this world is 6.5 billion and each 
person have 50 acquaintances. 
12. What is the degree number? Degree 1	A person links 50 people
Degree 2 	      = 250 people
     :
Degree 5	      = 0.31 billion people
Degree 6	      = 15.6 billion people
Six degrees are enough for 6.5 billion. 
13. Why is the degree so small? Suppose each node has averagely k links 
in the network.
That is, there are k nodes which are 
reached with 1 step from a typical node.
There are       nodes with 2 steps.
There are       nodes with 3 steps.
There are	      nodes with d steps.
 
14. Why is the degree so small? Each node has averagely k links.
There are      nodes with d steps.
If k is big, the number of reachable 
nodes becomes very large, even if d is 
small. 
15. Average Distance Let N be the number of nodes in network.
     is not more than N.
Suppose             ,
then we obtain the formula for average 
distance, d by   
16. If degree is six How many people should ONE person 
know so that all people in the world 
completely connect?
With d=6 and    =6.5 billion,
Then                  .
                  and                  .
Therefore 44 people are enough for the 
number of one persons acquaintance. 
17. Random vs Scale Free Network So far, we considered this world as Random 
network. 
However, we know;
-Some people have more chance to meet 
with new acquaintance than other normal 
people do.
-Some portal sites, such as Yahoo! and MSN, 
is linking with more sites than other normal 
sites are. 
18. Random vs Scale Free Network Characteristics of Scale Free Network
-Richer gets richer
then,
-Hub node appears
 
19. Random vs Scale Free Network 
20. Scale Free Network Developing Scale Free Network
New node precedes to select the node which has 
more nodes compared with other nodes. 
21. Scale Free Network 
22. Map of Internet 
23. FSN makes the degree be smaller Scale Free Network makes the degree 
of distance of nodes be smaller since 
one person have more chance to 
connect with others through hub nodes. 
Therefore, this world becomes more 
smaller. 
24. Bad effect of Hub node One example is epidemic of AIDS.
If there is one person who has frequent sexual 
intercourse with many people, and if the person is infected by 
HIV, then the many people gets risk through the person.
Also such person has usually higher risk to be infected 
because of large number of link.
Computer virus is also this case. A significant site has higher 
risk to be invaded and has more possibility to scatter the virus 
to other sites.
In other words, hub node has more 
influence to other node and more influence 
from other nodes.  
25. Conclusion Increasing population, N, doesnt matter 
for the degree of separation, d, because 
of logarithm of N. However the number of 
one persons average acquaintance, k,  is an 
important factor.
Progress of technologies, such as 
transportation and Internet, will make our 
world be smaller. 
26. References -Stanley Milgram, 1977, The Individual in a Social World
-Mark Buchanan, 2002, Nexus: Small World and the Groundbreaking Science of Networks
-Albert L. Barabasi, 2002, LINKED: The New Science of Networks
-Erdos Number Project, http://www.oakland.edu/enp/index.html
-Internet Mapping Project, http://research.lumeta.com/ches/map/gallery/index.html