warsaw data science - recsys2016 quick review
TRANSCRIPT
RecSys 2016Bartłomiej Twardowski
Quick Info
• MIT Boston,15th-19th September 2016
• 2 parallel sessions
• conference - 3d, workshops - 2d
Deep Learning
Paper Session 8: Deep Learning
Embedding, embedding, embedding…!
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Meta-Prod2Vec - Product Embeddings Using Side-Information for Recommendation
Parallel Recurrent Neural Network Architectures for Feature-rich Session-based Recommendations
Recurrent Coevolutionary Feature Embedding Processes for Recommendation
Workshop - RecProfile• organized by Outbrain
• to read: Incremental Factorization Machines for PersistentlyCold-starting Online Item Recommendation, Takuya Kitazawa
• specific problems
• I have to listen how MF works…one more time…
Past, Present & Future
• 10 years of RecSys
• Past, Present, and Future of Recommender Systems: An Industry Perspective, Xavier Amatriain (Quora), Justin Basilico (Netflix)
• we will see who was right…
Contextual Cellenges
• The Contextual Turn: From Context-Aware to Context-Driven Recommender Systems , Roberto Pagano, et.al.
• Modeling Contextual Information in Session-Aware Recommender Systems with Neural Networks, Bartłomiej Twardowski
2 x Algorithms Sessions• Local Item-Item Models For Top-N
Recommendation - Best Paper Award!
• Field-aware Factorization Machines for CTR Prediction - nothing new :-( But at this presentation I thought about doing intro to FM for WDS meetup.
• Using Navigation to Improve Recommendations in Real-Time, Chao-Yuan Wu (UT Austin), Christopher V. Alvino (Netflix), Alexander J. Smola (Carnegie Mellon University), Justin Basilico (Netflix)
Other sessions/tutorials• Beyond Accuracy - one of the most interesting
session
• User in the Loop
• Cold Start and Hybrid Methods
• Tutorial: Lessons Learned from Building Real-Life Recommender Systems by Xavier Amatriain (Quora) and Deepak Agarwal (LinkedIn)
Keynotes• Automated Machine Learning
in the Wild by Claudia Perlich (Dstillery)
• Personalization for Google Now by Shashi Thakur
• Peer Effects, Social Multipliers and Cascades of Human Behavior by Sinan Aral (MIT)
Thanks!@btwardow, Bartłomiej Twardowski