Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Harnessing the Real-Time Web for Personalized N...
Search
Gianmarco De Francisci Morales
February 09, 2012
Research
2
180
Harnessing the Real-Time Web for Personalized News Recommendation
Presentation of my article at WSDM'12
Gianmarco De Francisci Morales
February 09, 2012
Tweet
Share
More Decks by Gianmarco De Francisci Morales
See All by Gianmarco De Francisci Morales
Echo Chambers on Social Media
gdfm
0
7
Learning Agent-Based Models from Data
gdfm
0
7
Repurpose, Reuse, Recycle the building blocks of Machine Learning
gdfm
0
58
How I Learned to Stop Worrying and Love the Risk
gdfm
0
120
Controversy on Social Media: Collective Attention, Echo Chambers, and Price of Bipartisanship
gdfm
0
120
Controversy on Social Media: Collective Attention, Echo Chambers, and Price of Bipartisanship
gdfm
0
230
Quantifying and Reducing Controversy in Social Media
gdfm
0
140
Big Data Streams: The Next Frontier
gdfm
2
300
To Stream or Not To Stream? The Landscape of Online Analytics
gdfm
1
320
Other Decks in Research
See All in Research
LINEチャットボット「全力肯定彼氏くん(LuC4)」の 1年を振り返る
o_ob
0
2.5k
工学としてのSRE再訪 / Revisiting SRE as Engineering
yuukit
19
11k
第79回 産総研人工知能セミナー 発表資料
agiats
1
120
[第62回NLPコロキウム]「なりきり」を促すHCI設計:対話型接客ロボットの遠隔操作者へのリアルタイム変換音声フィードバックの適用
nami_ogawa
0
300
SNLP2024:Planning Like Human: A Dual-process Framework for Dialogue Planning
yukizenimoto
1
310
snlp2024_multiheadMoE
takase
0
410
論文紹介/Expectations over Unspoken Alternatives Predict Pragmatic Inferences
chemical_tree
1
250
LiDARとカメラのセンサーフュージョンによる点群からのノイズ除去
kentaitakura
0
110
言語と数理の交差点:テキストの埋め込みと構造のモデル化 (IBIS 2024 チュートリアル)
yukiar
3
270
熊本から日本の都市交通政策を立て直す~「車1割削減、渋滞半減、公共交通2倍」の実現へ~@公共交通マーケティング研究会リスタートセミナー
trafficbrain
0
120
湯村研究室の紹介2024 / yumulab2024
yumulab
0
240
説明可能AIの基礎と研究動向
yuyay
0
130
Featured
See All Featured
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
126
18k
Six Lessons from altMBA
skipperchong
26
3.5k
The MySQL Ecosystem @ GitHub 2015
samlambert
250
12k
How STYLIGHT went responsive
nonsquared
95
5.2k
Why You Should Never Use an ORM
jnunemaker
PRO
53
9k
Designing for humans not robots
tammielis
249
25k
The Straight Up "How To Draw Better" Workshop
denniskardys
232
140k
Designing Dashboards & Data Visualisations in Web Apps
destraynor
228
52k
Embracing the Ebb and Flow
colly
84
4.4k
Measuring & Analyzing Core Web Vitals
bluesmoon
1
41
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
43
6.6k
The World Runs on Bad Software
bkeepers
PRO
65
11k
Transcript
Harnessing the Real-Time Web for Personalized News Recommendation Gianmarco De
Francisci Morales ✱ ✦✤ Aristides Gionis ✦ Claudio Lucchese ✤ ✱ IMT, Lucca ✤ ISTI-CNR, Pisa ✦ Yahoo! Research, Barcelona WSDM 2012
The Problem Information Overload
-0.2 0 0.2 0.4 0.6 0.8 1 1.2 M ay-01
h20 M ay-02 h00 M ay-02 h04 M ay-02 h08 M ay-02 h12 M ay-02 h16 M ay-02 h20 M ay-03 h00 M ay-03 h04 M ay-03 h08 news twitter clicks The Motivation Twitter as source of news recommendation Number of mentions of “Osama Bin Laden”
0 2 4 6 8 10 12 14 1 2
3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 Average DCG Rank T.Rex+ T.Rex Popularity Content Social Recency Click count The Result Click prediction! Topic overlap between clicked and suggested news article