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cs.IR2019
Style Conditioned Recommendations
Murium Iqbal, Kamelia Aryafar, Timothy Anderton
We propose Style Conditioned Recommendations (SCR) and introduce style injection as a method to diversify recommendations. We use Conditional Variational Autoencoder (CVAE) archite…
cs.IR2019
Production Ranking Systems: A Review
Murium Iqbal, Nishan Subedi, Kamelia Aryafar
The problem of ranking is a multi-billion dollar problem. In this paper we present an overview of several production quality ranking systems. We show that due to conflicting goals…
cs.IR2018
A Multimodal Recommender System for Large-scale Assortment Generation in E-commerce
Murium Iqbal, Adair Kovac, Kamelia Aryafar
E-commerce platforms surface interesting products largely through product recommendations that capture users' styles and aesthetic preferences. Curating recommendations as a comple…