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Daniele Quercia
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How to offer digital content to mobile users by combining tagging with reputation systems
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Selecting Trustworthy Content Using Tags
1.
U
C L daniele quercia & licia capra & valentina zanardi
2.
I’m doing my
PhD @
3.
U niversity C
ollege L ondon
4.
<MobiSys>
5.
We
research distributed sys
6.
We blog
mobblog ucl
7.
Web 2.0 (mobile:
$22.4bn)
8.
Location?
9.
The next big
thing!
10.
11.
$8.1 bn
12.
$8.1 bn
13.
This talk is
about tools for...
14.
Consuming content on
the move
15.
Content Creation: By
publishers?
16.
People Mainly: people
17.
People Mainly: people
18.
People
19.
20.
21.
22.
create a ...
23.
Digital Tapestry
24.
Creation: Distributed!
25.
Consumption: Centralized!
26.
Why?
27.
Money!
28.
Making Money? No,
short of ideas!
29.
Wisdom of the
(Programming)Crowd
30.
API
31.
wired freedom by
APIs
32.
33.
Creation: Distributed!
34.
What if...
35.
Consume:
centralized decentralized
36.
37.
Existing Tools
for Internet
38.
Tools for
decentralized consumption
39.
<1> Query matching
<2> Ratings for sources
40.
<1> Query matching
41.
42.
43.
44.
Centralized Solutions
45.
similarity(query,item) query
item
46.
similarity(query,item) query
item Coverage (digg out content) + Accuracy (no good content) -
47.
Idea behind SocialRanking
[RecSys08] Social Ranking:Finding Relevant Content in Web 2.0
48.
sim(query,item) +
49.
sim(query,item) + sim(issuer,tagger)
50.
issuer tagger similarity(issuer,tagger)
51.
issuer tagger similarity(issuer,tagger)
Coverage (digg out content) Accuracy (good content) + +
52.
Future: Decentralized!
53.
<2> Ratings for
sources
54.
Store & Use
& Categories
55.
Store & Use
& Categories
56.
How to store
ratings?
57.
1.Log (credentials) 2.
Gossip (to check each credential)
58.
1.Log (credentials) 2.
Gossip (to check each credential) Impractical
59.
Idea behind MobiRate
[Ubicomp08] MobiRate: Making Mobile Raters Stick to their Word
60.
1.Sealed Log (of
credentials) 2. Gossip (to check seals only)
61.
1.Sealed Log (of
credentials) 2. Gossip (to check seals only) Practical
62.
63.
Security: It outperforms
existing solutions
64.
“ heaviest” protocol
runs < 2sec
65.
“ longest” protocol
completed in 2.5ms (if Bluetooth 100kb/s)
66.
Store & Use
& Categories
67.
Use ratings to
make predictions
68.
69.
70.
Idea behind LDTP
[ICDM07] Lightweight Distributed Trust Propagation
71.
Daniele Quercia 1
? A B C 2
72.
Daniele Quercia 1
? A B C 2 ? new graph f 1 2 A B A C C B
73.
Daniele Quercia 1
? A B C 2 ? new graph “ good” rating function f 1 2 A B A C C B
74.
75.
Daniele Quercia Useful?
Tested on real data (Advogato: > 55K user ratings)
76.
Daniele Quercia Useful?
Tested on real data (Advogato: > 55K user ratings)
77.
Daniele Quercia Fast
and “Light”?
78.
79.
Store & Use
& Categories
80.
Greek Coins Roman
Coins Coins Chairs Antiques universal ontology
81.
Idea behind TRULLO
[MobiQuitous07] TRULLO - local trust bootstrapping for ubiquitous devices
82.
83.
84.
85.
Daniele Quercia SVD
86.
87.
88.
Daniele Quercia Nokia
3230
89.
Daniele Quercia
90.
Daniele Quercia
91.
Store & Use
& Categories
92.
93.
Issues: many!
94.
Issue 1: Evaluation
95.
Issue 2: Privacy
96.
If you are
looking for Kinky boots
97.
whether you
are …
98.
a woman…
99.
or a man
a woman…
100.
Thorny problem:
101.
… or
a woman… How to keep it secret
102.
Issue 2: Privacy
103.
104.
All this on
... mobblog ucl
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