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© Imperial College LondonPage 1
NetworkologyThe Science and
Applications of Networks
Talk given at Science for Fiction,
https://davecl.wordpress.com/2016/04/28/science-for-fiction2016/
4th July2012
Tim Evans
Slides available from
http://dx.doi.org/10.6084/m9.figshare.3467066
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INTRODUCTION
© Imperial College LondonPage 2
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© Imperial College LondonPage 3
Statistical
Physics
Particle
Physics
Condensed
Matter
Physics
Complexity &
Networks
Archaeology
Innovation,
Bibliometrics
Spatial
Networks
Temporal
Networks
Evolution
of Complex
Systems
SoCA Lab,
Data Science Institute
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Complexity is
• Interactions occur defined at small, local
scales
• Emergence of large scale phenomena
© Imperial College LondonPage 4
Just statistical mechanics applied to new
problems?
Networks are part of this wider
complexity programme
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• A set of nodes
e.g. people
• A set of edges
between nodes
e.g. friendships
between people
Definition of a Network
© Imperial College LondonPage 5
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No Need For Network Analysis?
Edges describe bilateral
relationships between nodes
Just analyse the
statistics of these pairs
using usual statistical
methods
© Imperial College LondonPage 6
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Network Analysis
Adds new insights when large scales are relevant
Networks focus on WHOLE STRUCTURE
not just nearest neighbours
© Imperial College LondonPage 7
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© Imperial College LondonPage 8
Explosion of interest since 1998
WHY?
Fraction of
papers with
word starting
“NETWORK”
in title
compared to
number of
papers with
word
“MODEL”
[Watts & Strogatz,
Nature 1998]
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© Imperial College LondonPage 9
1980 20080
1998
Watts &
Strogatz
Percentage of
Google Books
Ngrams
x107
15
10
1
5
Explosion of interestGoogle Books Ngram analysis
(case sensitive)
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© Imperial College LondonPage 10
Multidisciplinary Nature of Network Research
• Mathematics (Graph Theory, Dynamical Systems)
• Physics (Statistical Physics)
• Biology (Genes, Proteins, Disease Spread, Ecology)
• Computing (Web search and ranking algorithms)
• Economics (Knowledge Exchange in Markets)
• Geography (Transport Networks, City Sizes)
• Social Science (Social Networks)
• Archaeology (Trade Routes)
http://www.iscom.unimo.it/
Since
1930’s
2000’s
2000’s
1970’s
1990’s
1960’s
1960’s
1970’s
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EXAMPLES OF NETWORKS
© Imperial College LondonPage 11
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Traditional Physics networks
Graphene -
regular
lattice of
atoms in two
dimensions
© Imperial College LondonPage 12
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Traditional Network Model in Mathematics
Classical Random graph
of Erdős & Reyní (1957).
1. Take N nodes,
2. Throw down
E edges at random
© Imperial College LondonPage 13
Paul Erdős
(1913-1996)
Itinerant, prolific, eccentric
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Real Networks
© Imperial College LondonPage 14
Neither
perfectly
regular like
atoms
Nor perfectly
random like
Classical
Random
graphs
Router Level Map of Internet
[Burch & Cheswick,
Internet Mapping Project]
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Ford-Fulkerson
partition
of Zachary
Actual
Split
Social Networks
© Imperial College LondonPage 15
[Zachary 1977,TSE & Lambiotte, 2009]
Nodes =
Karate Club
Members
Edges =
Observed
Relationships
ON or
OFF
Neither completely random
nor completely regular
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SocioPhysics?
• Thomas Hobbes
‘Leviathan’ (1651)
• Asimov,
Foundation
Trilogy (1940’s+)
• Philip Ball
‘Critical Mass’
(2004)
© Imperial College LondonPage 16
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SocioPhysics?
• Thomas Hobbes
‘Leviathan’ (1651)
• Asimov,
Foundation
Trilogy (1940’s+)
• Philip Ball
‘Critical Mass’
(2004)
© Imperial College LondonPage 17
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SocioPhysics?
© Imperial College LondonPage 18
• Thomas Hobbes
‘Leviathan’ (1651)
• Asimov,
Foundation
Trilogy (1940’s+)
• Philip Ball
‘Critical Mass’
(2004)
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The “Death of Distance”
Modern electronic communications
Links no longer hindered
by geographical distance
© Imperial College LondonPage 19
[Frances Cairncross,
economist & journalist,
1995, 1997]
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Distance & Space – Geographical or Social?
The two foundations lie at
“opposite ends of the galaxy”
• Two ends of a spiral
Physical separation
• Two ends of the political spectrum
Social separation
© Imperial College LondonPage 20
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Physical Networks: Minoan Aegean
Stochastic network model representing
links in Minoan Aegean (c1500BC)© Imperial College LondonPage 21
[TSE, Knappett and Rivers, 2008,2009]
Historical era
geography
dominates
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Transport – Airline Map
nodes = airports, geographical location
Edges= flights from/to, thicknesspassengers
© Imperial College LondonPage 22
[Holten & van Wijk 2009]
Modern era geography still plays a role
but less dominant
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Biological Networks:- Neuroscience
© Imperial College LondonPage 23
[Bullmore & Sporns, 2009]
Edges from
activity
Edges from
anatomy
Network Analysis
Physical distance
still carries
a cost
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Neuroscience Networks
nodes = Regions,
Edges= Physical connections
© Imperial College LondonPage 24
Lo et al, 2010
NormalAlzheimers
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So many networks
Networks are a useful way
to describe many
different data sets
• Physical links/Hardware
based
• Biological Networks
• Social Networks
• Information Networks
© Imperial College LondonPage 25
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REPRESENTATIONS
© Imperial College LondonPage 26
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Representations
• Data often has a `natural’ network
• There is no one way to view this natural
network visualisation
• There are always many different networks
representing the same data
© Imperial College LondonPage 27
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Visualisation – Topology vs Space
In a network the location of a node is defined
only by its neighbours topology
© Imperial College LondonPage 28 © Imperial College LondonPage 28
Periodic Lattice Same network with
nodes arranged in
regular order.
Same network with
nodes arranged in
random orderN=20, E=40
Ide
ntic
al N
etw
ork
s[Evans, 2004]
Choose visualisation to reveal spatial structure
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Visualisation – Space before Topology
Tube lines laid out in geographical space (1908)
© Imperial College LondonPage 29
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Visualisation – Topology over Space
Modern map
preserves
relationships
between
stations, not
geography
© Imperial College LondonPage 30[Derived from Beck 1931]
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Visualisation – no space, only topology
Most networks are not embedded in any
space e.g. social networks
© Imperial College LondonPage 31
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Visualisation of Social Networks
© Imperial College LondonPage 32
[Zachary, 1977;
TSE & Lambiotte 2009]
Ford-
Fulkerson
partition
of Zachary
Actual Split
Only have topology
• Algorithms place
nodes based on their
connections
• Application of
Community
Detection
(clustering)
• Edge
colour also
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Visualisation
Choosing the right visualisation is a powerful
practical tool, and its not just the nodes ...
[Holten & van Wijk 2009]e.g. Edge bundling for air network [Holten & van Wijk, 2009]© Imperial College LondonPage 33
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Same Data, Many Networks
© Imperial College LondonPage 34
papers
authorship
authors
Company Board
Membership
Directors
p q r s
p,q
q
q,r sauthors
coauthorship
Directors
Codirectorship
bipartite network
unipartite network
e.g. Co-membership
networks
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Network of Streets
Some networks
are embedded
in geographical
space.
© Imperial College LondonPage 35
This street network
is embedded
in real
two-dimensional
space
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Same
Data,
Many
Networks
- Line
Graphs
© Imperial College LondonPage 36
nodes =
Intersections
Edges =
Streets
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Line
Graphs
© Imperial College LondonPage 37
nodes =
Intersections
Edges =
Streets
nodes =
Streets
Edges =
Intersections
Space Syntax
“Space is the
Machine”,
Hillier, 1996
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THE DIMENSION
OF NETWORKS
© Imperial College LondonPage 38
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Types of Network – by application
• Physical links/Hardware based– telephone links, internet hardware, power lines, transport
• Biological Networks– neural, biochemical, protein, ecological
• Social Networks– Questionaires, observation, electronic social networks
• Information Networks– academic papers, patents, keywords, web pages, artefact networks
© Imperial College LondonPage 39
Dimensions
2
High
DimensionDeath of Distance?[Cairncross 1997]
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Length of a Path
The length of a path between
two nodes is the number of
edges in that path
e.g. The shortest path from A
to B has length 3.
There are two such paths
of length 3 from A to B and
many longer ones.
© Imperial College LondonPage 40
A
B
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Dimension
For regular lattice in d dimensions we find
that the shortest path between two points
scales with the number of nodes N as
© Imperial College LondonPage 41
dNL1
min
The length of shortest path between two nodes
is the number of edges traversed.
dLN ~Volume
Shortest Path
Length
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Dimension of Random Graphs
For random graphs we find that the shortest
path between two points scales with the
number of nodes N as
© Imperial College LondonPage 42
d
d N
NL
1
min
lim
log
Random graphs look like infinite dimensional networks
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© Imperial College LondonPage 43
Social Networks and Small Worlds• node = Person
• Edges = Friendship
not limited by physical distance
Stanley Milgram (1967) sent packets• From people in Omaha (Nebraska) and Wichita (Kansas)
• To Cambridge MA specified by name, profession and
rough location
• Only swapped between people on first name terms
• Packets which arrived averaged FIVE intermediaries
It’s a
Small World
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© Imperial College LondonPage 44
Six Degrees of Separation
“I read somewhere that
everybody on this
planet is separated
by only six other
people. Six degrees
of separation.”
Six Degrees of Separation,
John Guare (1990)
https://www.youtube.com/watch?v=NJQ6VRixNfY
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© Imperial College LondonPage 45
Watts and Strogatz’s Small World Network (1998)
Start with regular lattice, pick random edge and move it to
link two new nodes chosen at random.
1 dim Lattice Small World Random
Number of rewirings0
5
200
N=20, E=40,
k=4
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© Imperial College LondonPage 46
Clustering and Length Scale in WS network
Small World
LatticeRandom
N=100, k=4,
1-Dim lattice
start,
100 runs
Find Small World networks with short distances of random
network, local structure (clustering) like a lattice
Cluster coef
Distance
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Real Network Summary
Real Networks have a lot of structure yet are not
perfectly regular
• Short distances common like random graphs
• Local structure like regular lattice common
• Many have hubs – a few nodes have a large
fraction of edges
– fat tails for degree distributions, Scale-Free networks
© Imperial College LondonPage 47
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TIM EVANS’
CURRENT RESARCH
© Imperial College LondonPage 48
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Tim Evans’ Current Research (2015)
© Imperial College LondonPage 49
Spatial
Networks
Social Sciences
Complexity
&
Networks
Temporal
Networks
Th
eo
ry
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Basic Philosophy
Measurements on
a network must
be adapted to take
account of all
constraints
e.g.
• in-degree and out-degree used when we
have directed graphs
• Use strength not degree for weighted graphs
© Imperial College LondonPage 50
My social network
is constrained
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Spatial Constraints
© Imperial College LondonPage 51
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TimE and Networks
© Imperial College LondonPage 52
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Timed Edges
© Imperial College LondonPage 53
Communication Networks
• Phone
• Letters
e.g. see [Holme, Saramäki, 2012]
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Timed nodes
Each node represents an
event occurring at one
time
Time constrains flows
Edges point in one
direction only
No Loops
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time
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DAG – Directed Acyclic Networks
• Citation Graphs
• Patents
• Court Judgements
• Physical Flow
– Raw materials to finished goods
• Logical Flow
– Spreadsheets
– All Maths
• Space-Time
– Causal Set approach to quantum gravity [Dowker 2004]
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Innovations
Each node represents a discovery
• Patent
• Academic Paper
• Law Judgment
Information is now copied from
one node to all connected events
in the future
Different process from a random walk
Similar to epidemics but different network© Imperial College LondonPage 56
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TimE and Networks
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• Transitive Reduction
• Dimension
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Transitive Reduction
Remove all edges not needed for
causal links
• Uniquely defined because
of causal structure
Conjecture:
This removes unnecessary
or indirect influence on innovation
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arXiv paper repository
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Citation count before TR
Cit
ati
on
co
un
t aft
er
TR
Winner (806 77)
Loser
(1641 3)
[Clough et al. 2014]
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Transitively Reducing a Citation Network
• The Transitively Reduced citation network has
the same causal structure as the original data.
– Information can still flow
• Transitive Reduction removes ~80% edges– Simkin & Roychowdury 2002; Goldberg, Anthony, TSE 2015
• Conjecture: the edges in Transitive Reduced
citation network are the most useful.
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Winner and Losers
• ‘Winners’ = papers whose citation rank
increases after Transitive Reduction
Most useful to many different areas
More impact
• ‘Losers’ = papers that drop relative to
others after Transitive Reduction
papers cited within a narrow group
Less impact
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Citation Counts
Citations of academic papers not always made
for good reasons
• Cite your own paper
• Cite a standard paper because everyone does
• Copy a citation from another paper
(80%? [Simkin and Roychowdhury 2003])
Transitive reduction removes poor citations
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TimE and Networks
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• Transitive Reduction
• Space-Time Dimension
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Space-Time
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Minkowski
space-time
Information spreads at
finite speed giving
“light cones” of influence
Space
Tim
e
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Midpoint Scaling Dimension
• We should expect to see N1 ≈ N2 ≈ N x 2-d
N1N2
N© Imperial College LondonPage 65
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Path Length
Dim
en
sio
n E
sti
ma
te
2.0
0.00 100
Dimension of hep-th intervals[Clough, Evans, 2014]
Lots
Few© Imperial College London
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What does this tell us?
For two different dimension measures on two arXiv subsets:
• hep-th has dimension 2
– 1 time, 1 “topic direction”
• hep-ph has dimension 3
– 1 time, 2 “topic directions”
Dimension of a DAG gives a new insight into
differences between research topics© Imperial College LondonPage 67
time
time
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Dimensions
Data Dimension
hep-th (String Theory) 2
hep-ph (Particle Physics) 3
quant-ph (quantum physics) 3
astro-ph (astrophysics) 3.5
US Patents >4
US Supreme Court
Judgments
3 (short times),
2 (long times)
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String theory appears to be a narrow field
[Clough & Evans 2014]
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Embedding hep-th papers
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Future Directions: DAG Temporal Networks
• Refine existing measures
• Interpretation of measures
– Social science input
• Develop practical citation network tools
• Applications other than citation networks
• Theoretical models and Mathematical results
– Connections to directed percolation
– Connections to work in partially ordered sets
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NETWORK SCIENCE
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What is “Network Science”?
• Based on analysis through networks
– Graphs, hypergraphs
• Part of wider studies in complexity
– Local interactions produce emergent phenomena
• Not new
– Social Network Analysis since 50’s
– Mathematical graph theory since Euler in 1735
• New aspect is Information Age
– Large data sets and their analysis now possible
• Multidisciplinary
– Communication difficult between fields
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Does “Network Science” really exist?
Possible criticisms:-
• No coherent definition
• Too broad to be a single area
• New name for old work = Hype
• Too early to say
• No need to define a new field
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[“Network Science”, nap.edu, 2005]
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Are networks providing new insights?
• Another approach to statistical analysis and
data mining
• Sometimes this is a better way to analyse
– Gives new questions e.g. Small world definition
– Gives new answers e.g. Small world models
• Brings the tools of Complexity
– Scaling
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See netplexity.orgor search for Tim Evans Networks
THANKS
© Imperial College LondonPage 75
Social & Cultural Analytics Lab,
DSI, Imperial College London
Slides available from
http://dx.doi.org/10.6084/m9.figshare.3467066
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Bibliography: Free General Network Reviews
• Evans, T.S. “Complex Networks”, Contemporary Physics, 2004, 45,
455-474 [arXiv.org/cond-mat/0405123]
• Easley, D. & Kleinberg, J. Networks, “Crowds, and Markets:
Reasoning About a Highly Connected World Cambridge University
Press, 2010”
[http://www.cs.cornell.edu/home/kleinber/networks-book/ ]
• van Steen, M. “Graph Theory and Complex Networks” Maarten van
Steen, 2010 [http://www.distributed-systems.net/gtcn/ ]
• Hanneman, R. A. & Riddle, M. “Introduction to social network methods”
2005 Riverside, CA: University of California, Riverside
[http://faculty.ucr.edu/~hanneman/ ]
• Brandes, U. & Erlebach, T. (ed.) “Network Analysis: Methodological
Foundations” 2005 [http://www.springerlink.com/content/nv20c2jfpf28/]
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Bibliography for this talk• Evans, T.S. “Complex Networks”, Contemporary Physics, 2004, 45,
455-474 [arXiv.org/cond-mat/0405123]
• Newman, M. “Networks: An Introduction”, OUP, 2010
• Watts, D. J. & Strogatz, S. H., “Collective dynamics of 'small-world'
networks”, Nature, 1998, 393, 440-442.
• F. Cairncross (1997) The Death of Distance, Harvard University Press,
Cambridge MA.
• Zachary, W. “Information-Flow Model For Conflict And Fission In
Small-Groups” J. Anthropological Research, 1977, 33, 452-473
• Hal Burch, Bill Cheswick's “Internet Mapping Project”
http://personalpages.manchester.ac.uk/staff/m.dodge/cybergeography/
atlas/lumeta_large.jpg
• P.Kaluza, A.Kölzsch, M.T.Gastner, B.Blasius, J. R. Soc. Interface
2010, 7, 1093-1103
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Bibliography for this talk• P.Kaluza, A.Kölzsch, M.T.Gastner, B.Blasius, J. R. Soc. Interface
2010, 7, 1093-1103
• Holten, D. & van Wijk, J. J.”Force-Directed Edge Bundling for Graph
Visualization”, Eurographics/ IEEE-VGTC Symposium on Visualization
2009, H.-C. Hege, I. Hotz, and T. Munzner (Guest Editors) 28 (2009),
Number 3
• Chun-Yi Zac Lo, Yong He, Ching-Po Lin, “Graph theoretical analysis of
human brain structural networks”, Reviews in the Neurosciences 2011
(on line)
• Hillier, “Space is the Machine”, 1996
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Bibliography for this talk• T.S.Evans, J.Saramäki, “Scale Free Networks from Self-Organisation”,
Phys Rev E, 2005, 72, 026138 [arXiv:cond-mat/0411390]
• D.S. Price, Networks of Scientific Papers, Science, 1965, 149, 510-515.
• Barabási, A. & Albert, R. “Emergence of scaling in random networks”,
Science, 1999, 286, 173.
• T.S.Evans, R.Lambiotte, “Line Graphs, Link Partitions and Overlapping
Communities”, Phys.Rev.E, 2009, 80, 016105 [arXiv:0903.2181]
• Evans, T.S. “Clique Graphs and Overlapping Communities”,
J.Stat.Mech, 2010, P12037 [arxiv.org:1009.063]
• Blondel, V. D.; Guillaume, J.-L.; Lambiotte, R. & Lefebvre, E., “Fast
unfolding of community hierarchies in large networks”, J STAT MECH-
THEORY E, 2008, P10008 [arXiv.org:0803.0476]
• Barabási, A. & Albert, R. “Emergence of scaling in random networks”,
Science, 1999, 286, 173
• Map of Complexity, http://commons.wikimedia.org/wiki/File:Complexity-
map_Castellani.jpg
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