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9
February 2016 Laurent Ach Rakuten Institute of Technology Paris Projects on Recommendation

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Page 1: Rakuten Institute of Technology Paris

February 2016

Laurent Ach

Rakuten Institute of Technology Paris

Projects on Recommendation

Page 2: Rakuten Institute of Technology Paris

Rakuten Worldwide

Page 3: Rakuten Institute of Technology Paris

Rakuten Institute of Technology

Boston

New YorkTokyo

Singapore

Paris

Page 4: Rakuten Institute of Technology Paris

Institute of Technology

Some Projects About

Recommendation

in RIT Paris

Page 5: Rakuten Institute of Technology Paris

Institute of Technology

Fashion Recommendation

Simona Maggio, Lowik Chanussot, Cécilia Lejeune, RIT Paris

Using Computer Vision to do recommendation of similar and

complementary clothes

Page 6: Rakuten Institute of Technology Paris

Institute of Technology

Fashion Recommendation (for PriceMinister)

What could I

wear with this

blouse?#SuitApp: we suggests this outfit.

What about those matches?

Demo Video: https://www.youtube.com/watch?v=ZmB3_ORkAE0

Similarity matching and recommendations based on pictures from fashion magazines

Simona Maggio

Page 7: Rakuten Institute of Technology Paris

Institute of Technology

Navigation in Feature Spaces

Natural navigation in multidimensional spaces of product features

Ken Prepin

color

pattern

style

fashion feature space

same style but far away

navigable space

close style & color & pattern

Page 8: Rakuten Institute of Technology Paris

Institute of Technology

Offline Evaluation of Recommender Systems

RecoMix - Platform for evaluation of recommender systems from exported data

Robin Swezey

User Action Logs

WebSite

Simulator

Recommender

SystemAPI calls

Prior Training Set

Page 9: Rakuten Institute of Technology Paris

http://rit.rakuten.co.jp

http://www.facebook.com/rakutenRIT