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Transactions on Recommender Systems, Volume 2
Volume 2, Number 1, March 2024
- Christine Bauer
, Alan Said
, Eva Zangerle
:
Introduction to the Special Issue on Perspectives on Recommender Systems Evaluation. 1:1-1:5 - Yucheng Jin
, Li Chen
, Wanling Cai
, Xianglin Zhao
:
CRS-Que: A User-centric Evaluation Framework for Conversational Recommender Systems. 2:1-2:34 - Lorenzo Porcaro
, Emilia Gómez
, Carlos Castillo
:
Assessing the Impact of Music Recommendation Diversity on Listeners: A Longitudinal Study. 3:1-3:47 - Lien Michiels
, Robin Verachtert
, Andres Ferraro
, Kim Falk
, Bart Goethals
:
A Framework and Toolkit for Testing the Correctness of Recommendation Algorithms. 4:1-4:45 - Savvina Daniil
, Mirjam Cuper
, Cynthia C. S. Liem
, Jacco van Ossenbruggen
, Laura Hollink
:
Reproducing Popularity Bias in Recommendation: The Effect of Evaluation Strategies. 5:1-5:39 - Michael D. Ekstrand
, Ben Carterette
, Fernando Diaz
:
Distributionally-Informed Recommender System Evaluation. 6:1-6:27 - Dong Li
, Ruoming Jin
, Zhenming Liu
, Bin Ren
, Jing Gao
, Zhi Liu
:
On Item-Sampling Evaluation for Recommender System. 7:1-7:36 - Wissam Al Jurdi
, Jacques Bou Abdo
, Jacques Demerjian
, Abdallah Makhoul
:
Group Validation in Recommender Systems: Framework for Multi-layer Performance Evaluation. 8:1-8:25 - Behnam Rahdari
, Peter Brusilovsky
, Branislav Kveton
:
Towards Simulation-Based Evaluation of Recommender Systems with Carousel Interfaces. 9:1-9:25 - Andres Ferraro
, Gustavo Ferreira
, Fernando Diaz
, Georgina Born
:
Measuring Commonality in Recommendation of Cultural Content to Strengthen Cultural Citizenship. 10:1-10:32 - Christine Bauer
, Eva Zangerle
, Alan Said
:
Exploring the Landscape of Recommender Systems Evaluation: Practices and Perspectives. 11:1-11:31
Volume 2, Number 2, June 2024
- Ivica Kostric
, Krisztian Balog
, Filip Radlinski
:
Generating Usage-related Questions for Preference Elicitation in Conversational Recommender Systems. 12:1-12:24 - Bo Chen
, Xiangyu Zhao
, Yejing Wang
, Wenqi Fan
, Huifeng Guo
, Ruiming Tang
:
A Comprehensive Survey on Automated Machine Learning for Recommendations. 13:1-13:38 - Xiangmin Zhou
, Rosni Lumbantoruan
, Yongli Ren
, Lei Chen
, Xiaochun Yang
, Jie Shao
:
Dynamic Bi-layer Graph Learning for Context-aware Sequential Recommendation. 14:1-14:23
Volume 2, Number 3, September 2024
- Hossein A. Rahmani
, Mohammadmehdi Naghiaei
, Yashar Deldjoo
:
A Personalized Framework for Consumer and Producer Group Fairness Optimization in Recommender Systems. 19:1-19:24
- Jonathan Stray
, Alon Y. Halevy
, Parisa Assar
, Dylan Hadfield-Menell
, Craig Boutilier
, Amar Ashar
, Chloé Bakalar
, Lex Beattie
, Michael D. Ekstrand
, Claire Leibowicz
, Connie Moon Sehat
, Sara Johansen
, Lianne Kerlin
, David Vickrey
, Spandana Singh
, Sanne Vrijenhoek
, Amy Xian Zhang
, McKane Andrus
, Natali Helberger
, Polina Proutskova
, Tanushree Mitra
, Nina Vasan
:
Building Human Values into Recommender Systems: An Interdisciplinary Synthesis. 20:1-20:57 - Yaxiong Wu
, Craig Macdonald
, Iadh Ounis
:
Personalised Multi-modal Interactive Recommendation with Hierarchical State Representations. 21:1-21:25 - Steffen Rendle
:
Efficient Optimization of Sparse User Encoder Recommenders. 22:1-22:31 - Christine Bauer
, Chandni Bagchi
, Olusanmi A. Hundogan
, Karin van Es
:
Where Are the Values? A Systematic Literature Review on News Recommender Systems. 23:1-23:40 - Zhu Sun
, Kaidong Feng
, Jie Yang
, Hui Fang
, Xinghua Qu
, Yew-Soon Ong
, Wenyuan Liu
:
Revisiting Bundle Recommendation for Intent-aware Product Bundling. 24:1-24:34 - Romain Deffayet
, Thibaut Thonet
, Dongyoon Hwang
, Vassilissa Lehoux
, Jean-Michel Renders
, Maarten de Rijke
:
SARDINE: Simulator for Automated Recommendation in Dynamic and Interactive Environments. 25:1-25:34
Volume 2, Number 4, December 2024
- Lei Zheng
, Huacan Chai
, Xianyu Chen
, Jiarui Jin
, Weinan Zhang
, Yong Yu
, Xiaodong Guo
, Can Ge
, Ziming Feng
:
Search-based Time-aware Graph-enhanced Recommendation with Sequential Behavior Data. 26:1-26:29 - Qi Shen
, Lingfei Wu
, Yiming Zhang
, Yitong Pang
, Zhihua Wei
, Fangli Xu
, Bo Long
, Jian Pei
:
Multi-Interest Multi-Round Conversational Recommendation System with Fuzzy Feedback Based User Simulator. 27:1-27:29 - Bruno L. Pereira
, Pedro Dalla Vecchia Chaves
, Rodrygo L. T. Santos
:
Efficient Exploration and Exploitation for Sequential Music Recommendation. 28:1-28:23 - Xiangmeng Wang
, Qian Li
, Dianer Yu
, Qing Li
, Guandong Xu
:
Constrained Off-policy Learning over Heterogeneous Information for Fairness-aware Recommendation. 29:1-29:27 - Christina Göpfert
, Alex Haig
, Chih-Wei Hsu
, Yinlam Chow
, Ivan Vendrov
, Tyler Lu
, Deepak Ramachandran
, Hubert Pham
, Mohammad Ghavamzadeh
, Craig Boutilier
:
Discovering Personalized Semantics for Soft Attributes in Recommender Systems Using Concept Activation Vectors. 30:1-30:37
- Zhiyong Cheng
, Jianhua Dong
, Fan Liu
, Lei Zhu
, Xun Yang
, Meng Wang
:
Disentangled Cascaded Graph Convolution Networks for Multi-Behavior Recommendation. 31:1-31:27 - Xiaowu Dai
, Wenlu Xu
, Yuan Qi
, Michael I. Jordan
:
Incentive-Aware Recommender Systems in Two-Sided Markets. 32:1-32:38
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