Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Harnessing the Real-Time Web for Personalized N...

Avatar for Gianmarco De Francisci Morales Gianmarco De Francisci Morales
February 09, 2012
Research
2
210

Harnessing the Real-Time Web for Personalized News Recommendation

Presentation of my article at WSDM'12

Avatar for Gianmarco De Francisci Morales

Gianmarco De Francisci Morales

February 09, 2012
Tweet

More Decks by Gianmarco De Francisci Morales

See All by Gianmarco De Francisci Morales
Echo Chambers on Social Media
Avatar for Gianmarco De Francisci Morales gdfm
0
58
Learning Agent-Based Models from Data
Avatar for Gianmarco De Francisci Morales gdfm
0
44
Repurpose, Reuse, Recycle the building blocks of Machine Learning
Avatar for Gianmarco De Francisci Morales gdfm
0
110
How I Learned to Stop Worrying and Love the Risk
Avatar for Gianmarco De Francisci Morales gdfm
0
160
Controversy on Social Media: Collective Attention, Echo Chambers, and Price of Bipartisanship
Avatar for Gianmarco De Francisci Morales gdfm
0
170
Controversy on Social Media: Collective Attention, Echo Chambers, and Price of Bipartisanship
Avatar for Gianmarco De Francisci Morales gdfm
0
400
Quantifying and Reducing Controversy in Social Media
Avatar for Gianmarco De Francisci Morales gdfm
0
190
Big Data Streams: The Next Frontier
Avatar for Gianmarco De Francisci Morales gdfm
2
340
To Stream or Not To Stream? The Landscape of Online Analytics
Avatar for Gianmarco De Francisci Morales gdfm
1
370

Other Decks in Research

See All in Research
An Open and Reproducible Deep Research Agent for Long-Form Question Answering
Avatar for Ikuya Yamada ikuyamada
0
150
若手研究者が国際会議（例えばIROS）でワークショップを企画するメリットと成功法！
Avatar for Tadahiro Taniguchi tanichu
0
130
Sat2City:3D City Generation from A Single Satellite Image with Cascaded Latent Diffusion
Avatar for SatAI.challenge satai
4
410
単施設でできる臨床研究の考え方
Avatar for Shuntaro Sato shuntaros
0
3.3k
Satellites Reveal Mobility: A Commuting Origin-destination Flow Generator for Global Cities
Avatar for SatAI.challenge satai
3
270
Pythonでジオを使い倒そう！ 〜それとFOSS4G Hiroshima 2026のご紹介を少し〜
Avatar for wata909 wata909
0
1.2k
日本語新聞記事を用いた大規模言語モデルの暗記定量化 / LLMC2025
Avatar for Shotaro Ishihara upura
0
390
[RSJ25] Enhancing VLA Performance in Understanding and Executing Free-form Instructions via Visual Prompt-based Paraphrasing
Avatar for Semantic Machine Intelligence Lab., Keio Univ. keio_smilab
PRO
0
190
AIスパコン「さくらONE」の
オブザーバビリティ / Observability for AI Supercomputer SAKURAONE
Avatar for Yuuki Tsubouchi (yuuk1) yuukit
2
1.1k
Aurora Serverless からAurora Serverless v2への課題と知見を論文から読み解く/Understanding the challenges and insights of moving from Aurora Serverless to Aurora Serverless v2 from a paper
Avatar for bootjp / ぶーと bootjp
5
1.2k
空間音響処理における物理法則に基づく機械学習
Avatar for NII S. Koyama's Lab skoyamalab
0
140
生成AI による論文執筆サポート・ワークショップ ─ サーベイ／リサーチクエスチョン編 / Workshop on AI-Assisted Paper Writing Support: Survey/Research Question Edition
Avatar for Kenji Saito ks91
PRO
0
130

Featured

See All Featured
Agile that works and the tools we love
Avatar for Rasmus Luckow-Nielsen rasmusluckow
331
21k
Art, The Web, and Tiny UX
Avatar for Lynn Fisher lynnandtonic
304
21k
Code Review Best Practice
Avatar for Trisha Gee trishagee
74
19k
The Psychology of Web Performance [Beyond Tellerrand 2023]
Avatar for Tammy Everts tammyeverts
49
3.2k
Navigating Algorithm Shifts & AI Overviews - #SMXNext
Avatar for Aleyda Solis aleyda
0
1k
XXLCSS - How to scale CSS and keep your sanity
Avatar for Zaharenia Atzitzikaki sugarenia
249
1.3M
How STYLIGHT went responsive
Avatar for nonsquared nonsquared
100
6k
Why Mistakes Are the Best Teachers: Turning Failure into a Pathway for Growth
Avatar for Umar Saidu Auna auna
0
29
Large-scale JavaScript Application Architecture
Avatar for Addy Osmani addyosmani
515
110k
Pawsitive SEO: Lessons from My Dog (and Many Mistakes) on Thriving as a Consultant in the Age of AI
Avatar for David Carrasco davidcarrasco
0
38
Practical Orchestrator
Avatar for Shlomi Noach shlominoach
190
11k
Jamie Indigo - Trashchat’s Guide to Black Boxes: Technical SEO Tactics for LLMs
Avatar for Tech SEO Connect techseoconnect
PRO
0
32

Transcript

  1. 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

  2. The Problem Information Overload

  3. -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”

  4. 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