Aleksandr Vladimirovich Petrov

email: a.petrov.1@research.gla.ac.uk

 

Research title: End-to-end listwise machine learning ranking models for information retrieval systems

Research Summary

I am working on neural networks based listwise ranking methods in applications to recommender systems and search. 

Publications

List by: Type | Date

Jump to: 2023 | 2022
Number of items: 4.

2023

Petrov, A. and Macdonald, C. (2023) RSS: Effective and Efficient Training for Sequential Recommendation Using Recency Sampling. ACM Transactions on Recommender Systems, (Accepted for Publication)

2022

Petrov, A. and Macdonald, C. (2022) Effective and Efficient Training for Sequential Recommendation using Recency Sampling. In: ACM Conference on Recommender Systems (RecSys 2022), Seattle, USA, 18-23 Sep 2022, pp. 81-91. ISBN 9781450392785 (doi: 10.1145/3523227.3546785)

Petrov, A. and Macdonald, C. (2022) A Systematic Review and Replicability Study of BERT4Rec for Sequential Recommendation. In: ACM Conference on Recommender Systems (RecSys 2022), Seattle, USA, 18-23 Sep 2022, pp. 436-447. ISBN 9781450392785 (doi: 10.1145/3523227.3548487)

Petrov, A., Safilo, I., Tikhonovich, D. and Ignatov, D. (2022) MTS Kion Implicit Contextualised Sequential Dataset for Movie Recommendation. In: ACM Conference on Recommender Systems - Workshop on Context-Aware Recommender Systems (RecSys CARS 22), Seattle, USA, 18-23 Sep 2022, (Accepted for Publication)

This list was generated on Fri Jun 2 20:08:31 2023 BST.
Number of items: 4.

Articles

Petrov, A. and Macdonald, C. (2023) RSS: Effective and Efficient Training for Sequential Recommendation Using Recency Sampling. ACM Transactions on Recommender Systems, (Accepted for Publication)

Conference Proceedings

Petrov, A. and Macdonald, C. (2022) Effective and Efficient Training for Sequential Recommendation using Recency Sampling. In: ACM Conference on Recommender Systems (RecSys 2022), Seattle, USA, 18-23 Sep 2022, pp. 81-91. ISBN 9781450392785 (doi: 10.1145/3523227.3546785)

Petrov, A. and Macdonald, C. (2022) A Systematic Review and Replicability Study of BERT4Rec for Sequential Recommendation. In: ACM Conference on Recommender Systems (RecSys 2022), Seattle, USA, 18-23 Sep 2022, pp. 436-447. ISBN 9781450392785 (doi: 10.1145/3523227.3548487)

Petrov, A., Safilo, I., Tikhonovich, D. and Ignatov, D. (2022) MTS Kion Implicit Contextualised Sequential Dataset for Movie Recommendation. In: ACM Conference on Recommender Systems - Workshop on Context-Aware Recommender Systems (RecSys CARS 22), Seattle, USA, 18-23 Sep 2022, (Accepted for Publication)

This list was generated on Fri Jun 2 20:08:31 2023 BST.