Time-dependent next-basket recommendations

S Naumov, M Ananyeva, O Lashinin… - … on Information Retrieval, 2023 - Springer
… of providing time-dependent and time-aware next-basket recommendations. We made
some minor adjustments to the state-of-the-art TIFU-KNN next-basket recommender system to …

[PDF][PDF] Time-Dependent Next-Basket Recommendations

O Lashinin, S Kolesnikov, DI Ignatov - publications.hse.ru
… of providing time-dependent and time-aware next-basket recommendations. We made
some minor adjustments to the state-of-the-art TIFU-KNN next-basket recommender system to …

Modeling temporal dynamics of users' purchase behaviors for next basket prediction

P Wang, Y Zhang, S Niu, J Guo - Journal of Computer Science and …, 2019 - Springer
… when both factors are time-dependent. However, existing methods … approach for time-dependent
next basket recommendation, … state-of-the-art methods for next basket recommendation. …

Time-Aware Item Weighting for the Next Basket Recommendations

A Romanov, O Lashinin, M Ananyeva… - Proceedings of the 17th …, 2023 - dl.acm.org
In this paper we study the next basket recommendation problem. Recent methods use
different approaches to achieve better performance. However, many of them do not use …

Are We Really Achieving Better Beyond-Accuracy Performance in Next Basket Recommendation?

M Li, Y Liu, S Jullien, M Ariannezhad, A Yates… - Proceedings of the 47th …, 2024 - dl.acm.org
… on next basket recommendation and beyond-accuracy metrics. Next basket recommendation.
The … We describe the next basket recommendation problem and formalize the notions of …

[PDF][PDF] Recency Adapted Next Basket Recommendation

H Hurenkamp - thesis.eur.nl
… does not contain specific purchase dates, but only information on the number of days since
prior order, we propose an alternative way to still make the predictions time dependent using …

[RE] Modeling Personalized Item Frequency Information for Next-basket Recommendation

S Garcarz, A Pal, P Praat - arXiv preprint arXiv:2402.17925, 2024 - arxiv.org
… demonstrates competitive performance in next-basket recommendation tasks. It outperformed
… investigation and potential model improvements to ensure equitable recommendations. …

Measuring Item Fairness in Next Basket Recommendation: A Reproducibility Study

Y Liu, M Li, M Ariannezhad, M Mansoury… - … on Information Retrieval, 2024 - Springer
… Firstly, in next basket recommendation, we denote D as the item set and Q as the user set.
A … The goal of NBR is to predict the next basket L for each user. Then, we evaluate the item …

[PDF][PDF] The LSTM-EMPG Model for Next Basket Recommendation in E-commerce

ES El-Shaer, GT McKee, A Hamdy - International Journal of …, 2024 - researchgate.net
… These types of recommender systems are also referred to as time-dependent recommender
systems [19]. Donkers et al. proposed a model that combines matrix factorization with …

Temporal dual-target cross-domain recommendation framework for next basket recommendation

JK Arthur, C Zhou, XJ Shen, RW Amber-Doh… - Discover …, 2024 - Springer
… the challenge, making it difficult to provide accurate next basket recommendations. … to
improve next basket recommendations, as seen in Fig. 2. It has employed user reviews, knowledge …