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 News Recommendation
Search
Gianmarco De Francisci Morales
February 09, 2012
Research
2
170
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
Repurpose, Reuse, Recycle the building blocks of Machine Learning
gdfm
0
45
How I Learned to Stop Worrying and Love the Risk
gdfm
0
110
Controversy on Social Media: Collective Attention, Echo Chambers, and Price of Bipartisanship
gdfm
0
100
Controversy on Social Media: Collective Attention, Echo Chambers, and Price of Bipartisanship
gdfm
0
180
Quantifying and Reducing Controversy in Social Media
gdfm
0
120
Big Data Streams: The Next Frontier
gdfm
2
280
To Stream or Not To Stream? The Landscape of Online Analytics
gdfm
1
260
Mining Big Data Streams: Better Algorithms or Faster Systems?
gdfm
0
450
SAMOA @Strata Barcelona 2014
gdfm
2
590
Other Decks in Research
See All in Research
センサデータを活用した 肌質改善への支援システムに関する研究
comfortdesignlab
0
150
LLMマルチエージェントを俯瞰する
masatoto
26
15k
ゼロからわかるリザバーコンピューティング
kurotaky
1
280
[arXiv'23] SCOPE-RL: A Python Library for Offline RL and Off-Policy Evaluation
harukakiyohara_
0
100
説明可能AI:代表的手法と最近の動向
yuyay
1
580
Gmail の「メール送信者のガイドライン」強化から 1 ヵ月、今後予想されるメールセキュリティの変化とは
hirachan
1
230
時系列解析と疫学
kingqwert
2
900
Breaking Tradeoffs: Extremely Scalable Multi-Agent Pathfinding Algorithms
kei18
0
140
LiDARセキュリティ最前線
kentaroy47
0
270
Alexander Mielke Hellinger--Kantorovich (a.k.a. Wasserstein-Fisher-Rao) Spaces and Gradient Flows
jjzhu
3
180
Prompt Tuning から Fine Tuning への移行時期推定
icoxfog417
17
6.8k
一般化ランダムフォレストの理論と統計的因果推論への応用
tomoshige_n
10
1.8k
Featured
See All Featured
Gamification - CAS2011
davidbonilla
76
4.6k
[Rails World 2023 - Day 1 Closing Keynote] - The Magic of Rails
eileencodes
1
1.3k
Exploring the Power of Turbo Streams & Action Cable | RailsConf2023
kevinliebholz
1
3.4k
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
226
16k
ReactJS: Keep Simple. Everything can be a component!
pedronauck
658
120k
Why You Should Never Use an ORM
jnunemaker
PRO
50
8.6k
Into the Great Unknown - MozCon
thekraken
10
980
A Philosophy of Restraint
colly
196
16k
jQuery: Nuts, Bolts and Bling
dougneiner
59
7.1k
Designing Dashboards & Data Visualisations in Web Apps
destraynor
226
51k
Principles of Awesome APIs and How to Build Them.
keavy
120
16k
The Mythical Team-Month
searls
215
42k
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