AT&T Labs - Data Driven NYC // March 2014
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Shaping Cities of the Future using Mobile Data
Chris VolinskyAT&T Labs-Research
@statpumpkin
Wednesday, February 5, 14
Wednesday, February 5, 14
Wednesday, February 5, 14
Wednesday, February 5, 14
Mapping potholes in Boston
Wednesday, February 5, 14
courtesy flickr/hilarymason
Wednesday, February 5, 14
Hold for MTS
Interactive visualization done using nanocubes.net
Wednesday, February 5, 14
No Content Ever
Anonymize (always)
Aggregate (when possible)
Reduce granularity
Principle of Least Privilege
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Wednesday, February 5, 14
Wednesday, February 5, 14
Wednesday, February 5, 14
Wednesday, February 5, 14
Wednesday, February 5, 14
Wednesday, February 5, 14
Wednesday, February 5, 14
Wednesday, February 5, 14
Wednesday, February 5, 14
●
New York
New Jersey
13
6
10
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R1R2
R3
R4
R5
R6
R7R8
R9
R10
R11 R12
R13
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Wednesday, February 5, 14
Call A A->B Call B
C1C1C1C1C2C2C2C2 C1C1C1C2C2C3C3C3
Earth Mover Distance (EMD)
amount of mass moved
distance mass moved
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6024
47
16
101
86
232
101
30
83 110
42
29
33
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0:1
1 5.4%
0:10:1 2 19.8%
0:1
0:1 3 18.4%
0:1
0:1 4 8.1%
0:1
0:1 5 22.2%
0:1
0:1 6 15.9%
0:1
0:1 7 10.2%
M W F S M W F S
68
noon
35
79
midn.
3 Voice SMS
M W F S M W F S
68
noon
35
79
midn.
3
M W F S M W F S
68
noon
35
79
midn.
3
M W F S M W F S
68
noon
35
79
midn.
3
M W F S M W F S
68
noon
35
79
midn.
3
M W F S M W F S
68
noon
35
79
midn.
3
M W F S M W F S
68
noon
35
79
midn.
3
Clustering Users
Wednesday, February 5, 14
Use real data to create synthetic data that has the same statistical properties.
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Wednesday, February 5, 14
Thanks!volinsky@research.att.com
@statpumpkin
Wednesday, February 5, 14
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