A next basket recommendation reality check

M Li, S Jullien, M Ariannezhad, M de Rijke - ACM Transactions on …, 2023 - dl.acm.org
The goal of a next basket recommendation (NBR) system is to recommend items for the next
basket for a user, based on the sequence of their prior baskets. We examine whether the …

Complex item set recommendation

M Ariannezhad, M Li, S Jullien, M de Rijke - Proceedings of the 46th …, 2023 - dl.acm.org
In this tutorial, we aim to shed light on the task of recommending a set of multiple items at
once. In this scenario, historical interaction data between users and items could also be in …

Who will purchase this item next? Reverse next period recommendation in grocery shop**

M Li, M Ariannezhad, A Yates, M De Rijke - ACM Transactions on …, 2023 - dl.acm.org
Recommender systems have become an essential instrument to connect people to the items
that they need. Online grocery shop** is one scenario where this is very clear. So-called …

Forget me now: Fast and exact unlearning in neighborhood-based recommendation

S Schelter, M Ariannezhad, M de Rijke - Proceedings of the 46th …, 2023 - dl.acm.org
Modern search and recommendation systems are optimized using logged interaction data.
There is increasing societal pressure to enable users of such systems to have some of their …

[HTML][HTML] Online grocery shop** recommender systems: common approaches and practices

LZH Jansen, KE Bennin, E van Kleef… - Computers in Human …, 2024 - Elsevier
Food recommender systems have been developed for the online environment to support
shoppers in making informed decisions. These systems analyze the extensive data collected …

Robust Basket Recommendation via Noise-tolerated Graph Contrastive Learning

X He, T Wei, J He - Proceedings of the 32nd ACM International …, 2023 - dl.acm.org
The growth of e-commerce has seen a surge in popularity of platforms like Amazon, eBay,
and Taobao. This has given rise to a unique shop** behavior involving baskets-sets of …

Target-driven user preference transferring recommendation

Y Lian, L Zhang, C Song - Expert Systems with Applications, 2024 - Elsevier
In the age of information overload, modern recommendation systems provide an important
role in hel** people screen massive information. With the development of deep learning …