Social Network Analysis of the Planetary Data System · 2020-07-09 · Social Network Analysis of...
Transcript of Social Network Analysis of the Planetary Data System · 2020-07-09 · Social Network Analysis of...
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Social Network Analysis of
the Planetary Data System
Final Presentation
Kate Martin
Mark Avnet
May 9, 2006
ESD.342
Advanced System Architecture
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Overview Planetary Data System
Image courtesy of NASA.
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Decomposing the PDS Database
into 3 Bipartite Networks …
PDS Database
Data Set 1-Mode
Data Set 2-Mode Instrument Host 2-Mode PDS Node 2-Mode
Author 1-Mode
UnweightedWeighted
… Yields 12 separate 1-Mode networks
for comparative analysis
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Newman-Type Table for the 12 PDS Networks
• Network-Specific Results– Small-magnitude ǩ values, but the regions that follow a power law
are small for many of the networks
– Short path lengths and high clustering coefficients
– Degree Correlation
• “Social” and “information” networks have r > 0
• “Technological” networks have r < 0 (except in one case where r << 1)
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Newman-Type Table for the 12 PDS Networks
• Network-Specific Results– Small-magnitude ǩ values, but the regions that follow a power
law are small (and possibly non-existent) for many of the networks
– Short path lengths and high clustering coefficients
– Degree Correlation • “Social” and “information” networks have r > 0
• “Technological” networks have r < 0 (except in one case where r << 1)
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Newman-Type Table for the 12 PDS Networks
• Network-Specific Results– Small-magnitude ǩ values, but the regions that follow a power law
are small for many of the networks
– Short path lengths and high clustering coefficients
– Degree Correlation
• “Social” and “information” networks have r > 0
• “Technological” networks have r < 0 (except in one case where r << 1)
![Page 7: Social Network Analysis of the Planetary Data System · 2020-07-09 · Social Network Analysis of the Planetary Data System Final Presentation Kate Martin ... May 9, 2006 ESD.342](https://reader034.fdocuments.us/reader034/viewer/2022050512/5fa1a6feb0ed9b16fc5dd6a4/html5/thumbnails/7.jpg)
Newman-Type Table for the 12 PDS Networks
• Network-Specific Results– Small-magnitude ǩ values, but the regions that follow a power law
are small for many of the networks
– Short path lengths and high clustering coefficients
– Degree Correlation
• “Social” and “information” networks have r > 0
• “Technological” networks have r < 0 (except in one case where r << 1)
![Page 8: Social Network Analysis of the Planetary Data System · 2020-07-09 · Social Network Analysis of the Planetary Data System Final Presentation Kate Martin ... May 9, 2006 ESD.342](https://reader034.fdocuments.us/reader034/viewer/2022050512/5fa1a6feb0ed9b16fc5dd6a4/html5/thumbnails/8.jpg)
Affiliation networks lead to
triangle motifs and high
clustering coefficients
Authors
Data Sets
Network of authors with
data sets as edges
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Newman-Type Table for the 12 PDS Networks
• Network-Specific Results– Small-magnitude ǩ values, but the regions that follow a power law
are small for many of the networks
– Short path lengths and high clustering coefficients
– Degree Correlation
• “Social” and “information” networks have r > 0
• “Technological” networks have r < 0 (except in one case where r << 1)
![Page 10: Social Network Analysis of the Planetary Data System · 2020-07-09 · Social Network Analysis of the Planetary Data System Final Presentation Kate Martin ... May 9, 2006 ESD.342](https://reader034.fdocuments.us/reader034/viewer/2022050512/5fa1a6feb0ed9b16fc5dd6a4/html5/thumbnails/10.jpg)
Newman-Type Table for the 12 PDS Networks
• Network-Specific Results– Small ǩ values, but the regions that follow a power law are small
for many of the networks
– Short path lengths and high clustering coefficients
– Degree Correlation
• “Social” and “information” networks have r > 0
• “Technological” networks have r < 0 (except in one case where r << 1)
![Page 11: Social Network Analysis of the Planetary Data System · 2020-07-09 · Social Network Analysis of the Planetary Data System Final Presentation Kate Martin ... May 9, 2006 ESD.342](https://reader034.fdocuments.us/reader034/viewer/2022050512/5fa1a6feb0ed9b16fc5dd6a4/html5/thumbnails/11.jpg)
Newman-Type Table for the 12 PDS Networks
• General Observations
– Results depend on the choice of how to represent the
network
– Weighting can give a more accurate picture but can also
cause the metrics to lose their meaning
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Newman-Type Table for the 12 PDS Networks
• General Observations
– Results depend on the choice of how to represent
the network
– Weighting can give a more accurate picture but can also
cause the metrics to lose their meaning
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Newman-Type Table for the 12 PDS Networks
• General Observations– Results depend on the choice of how to represent the
network
– Weighting can give a more accurate picture but can also cause the metrics to lose their meaning
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Completely Connected Areas
==> High clustering
coefficients
and
High Pearson degree
correlation
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r = 0.68 r = 0.039
# N
od
es w
/ k >
=#
No
de
s w
/ k >
=
Cumulative Degree Distributions 450
Authors by Instrument Host 120
Instrument Hosts400100
350
# N
od
es w
/ k >
=
# N
od
es w
/ k >
=
300 80
25060
200
150 40
10020
50
0 0 0 20 40 60 80 100 120 140 160 0 5 10 15 20 25 30 35 40 45 50
Degree Degree
1000
100
10
100
10
1
Authors by Instrument Host
Instrument Hosts
0 50 100 150 200 250 300Degree
10 5 10 15 20 25 30
Degree
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Community Structure Do PDS nodes represent
communities? NO
Node size: Betweenness
Shape: Newman-Girvan
Color: PDS Node Association
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Community Structure Do Instrument Hosts
represent communities?
YES
Node size: Betweenness
Shape: Newman-Girvan
Color: Instrument Host Association
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Community Structure Do Instrument Hosts
represent communities?
YES
Node size: Betweenness
Shape: Newman-Girvan
Color: Instrument Host Association
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Centrality and Network Representation
• As before, weighting can affect the results. – Higher centrality without weighting.
– Some measures are affected, and others are not.
• Some measures are not valid for some networks.
• Centrality tends to be highest for the network of PDS Nodes (with authors as edges).
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Centrality and Network Representation
• As before, weighting can affect the results.
– Higher centrality without weighting.
– Some measures are affected, and others are not.
• Some measures are not valid for some networks.
• Centrality tends to be highest for the network of PDS
Nodes (with authors as edges).
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Centrality and Network Representation
• As before, weighting can affect the results.
– Higher centrality without weighting.
– Some measures are affected, and others are not.
• Some measures are not valid for some networks.
• Centrality tends to be highest for the network of PDS
Nodes (with authors as edges).
![Page 24: Social Network Analysis of the Planetary Data System · 2020-07-09 · Social Network Analysis of the Planetary Data System Final Presentation Kate Martin ... May 9, 2006 ESD.342](https://reader034.fdocuments.us/reader034/viewer/2022050512/5fa1a6feb0ed9b16fc5dd6a4/html5/thumbnails/24.jpg)
Centrality and Network Representation
• As before, weighting can affect the results. – Small Bodies is a much better center without weighting.
– Some measures are affected, and others are not.
• Some measures are not valid for some networks.
• Centrality tends to be highest for the network of PDS Nodes (with authors as edges).
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Centrality and Network Representation
• As before, weighting can affect the results.
– Higher centrality without weighting.
– Some measures are affected, and others are not.
• Some measures are not valid for some networks.
• Centrality tends to be highest for the network of PDS
Nodes (with authors as edges).
![Page 26: Social Network Analysis of the Planetary Data System · 2020-07-09 · Social Network Analysis of the Planetary Data System Final Presentation Kate Martin ... May 9, 2006 ESD.342](https://reader034.fdocuments.us/reader034/viewer/2022050512/5fa1a6feb0ed9b16fc5dd6a4/html5/thumbnails/26.jpg)
What’s Your Szego Number?
• Top two “best centers” determined for each of the 12 networks by each of the 4 metrics
• The most commonly appearing nodes selected as the “best centers” for each network (above) – Not surprisingly, two catch-alls are among the best
centers (2nd and third) of instrument hosts
• K. Szego is the Erdös of the Planetary Data System
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What’s Your Szego Number?
• Top two “best centers” determined for each of the 12 networks by each of the 4 metrics
• The most commonly appearing nodes selected as the “best centers” for each network (above) – Not surprisingly, two catch-alls are among the best
centers (2nd and third) of instrument hosts
• K. Szego is the Erdös of the Planetary Data System
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What’s Your Szego Number?
• Top two “best centers” determined for each of the 12 networks by each of the 4 metrics
• The most commonly appearing nodes selected as the “best centers” for each network (above) – Not surprisingly, two catch-alls are among the best
centers (2nd and third) of instrument hosts
• K. Szego is the Erdös of the Planetary Data System
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Future Work• Look at the sub-network within one of the PDS nodes to
determine centrality and community structure within a subfield.
• Consider PDS Data Access Statistics. – Only collected by NASA for access at the PDS node level by hostname
(rather than individual). PDS staff may be able to collect data for data set and instrument host access, but it is not being done now.
– We have collected the available usage statistics for some nodes (Small Bodies, Engineering, and PPI) and are in contact with all of the node managers.
• Create bipartite networks of authors and subject areas from a major planetary science conference. – American Astronomical Society’s Division for Planetary Sciences (DPS)
Annual Meeting has been suggested by R.P. Binzel (one of the authors here at MIT).
– Compare results to those presented here. Are the community structure and centrality around instrument host and subject area specific to the PDS or more generalizable?
• Gather data on funding and political support for missions and for PDS nodes to determine the dynamics between scientists and policymakers and how that relates to the results presented here. (Possible component of Mark’s research)