Geodesic
User response modeling in recommender systems: a survey
Zapiski Nauchnykh Seminarov POMI, Investigations on applied mathematics and informatics. Part II–2, Tome 530 (2023), pp. 141-190

Voir la notice de l'article provenant de la source Math-Net.Ru

Over the last several decades, recommender systems have become an integral part of both our daily lives and the research frontier at machine learning. In this survey, we explore various approaches to developing simulators for recommendation systems, especially for modeling the user response function. We consider simple probabilistic models, approaches based on generative adversarial networks, and full-scale simulators, and also review the datasets available for the research community. 
@article{ZNSL_2023_530_a10,
     author = {M. Shirokikh and I. Shenbin and A. Alekseev and A. Volodkevich and A. Vasilev and S. I. Nikolenko},
     title = {User response modeling in recommender systems: a survey},
     journal = {Zapiski Nauchnykh Seminarov POMI},
     pages = {141--190},
     publisher = {mathdoc},
     volume = {530},
     year = {2023},
     language = {en},
     url = {http://geodesic.mathdoc.fr/item/ZNSL_2023_530_a10/}
}
TY  - JOUR
AU  - M. Shirokikh
AU  - I. Shenbin
AU  - A. Alekseev
AU  - A. Volodkevich
AU  - A. Vasilev
AU  - S. I. Nikolenko
TI  - User response modeling in recommender systems: a survey
JO  - Zapiski Nauchnykh Seminarov POMI
PY  - 2023
SP  - 141
EP  - 190
VL  - 530
PB  - mathdoc
UR  - http://geodesic.mathdoc.fr/item/ZNSL_2023_530_a10/
LA  - en
ID  - ZNSL_2023_530_a10
ER  - 
%0 Journal Article
%A M. Shirokikh
%A I. Shenbin
%A A. Alekseev
%A A. Volodkevich
%A A. Vasilev
%A S. I. Nikolenko
%T User response modeling in recommender systems: a survey
%J Zapiski Nauchnykh Seminarov POMI
%D 2023
%P 141-190
%V 530
%I mathdoc
%U http://geodesic.mathdoc.fr/item/ZNSL_2023_530_a10/
%G en
%F ZNSL_2023_530_a10
M. Shirokikh; I. Shenbin; A. Alekseev; A. Volodkevich; A. Vasilev; S. I. Nikolenko. User response modeling in recommender systems: a survey. Zapiski Nauchnykh Seminarov POMI, Investigations on applied mathematics and informatics. Part II–2, Tome 530 (2023), pp. 141-190. http://geodesic.mathdoc.fr/item/ZNSL_2023_530_a10/