Selected publications from team members.
2020 |
Explainable recommendation: A survey and new perspectives Journal Article Foundations and Trends in Information Retrieval, 14 (1), pp. 1-101, 2020, ISBN: 978-1-68083-658-5. |
Learning Personalized Risk Preferences for Recommendation Inproceedings Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval, 2020. |
Fairness-Aware Explainable Recommendation over Knowledge Graphs Inproceedings Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval, 2020. |
Understanding Echo Chambers in E-commerce Recommender Systems Inproceedings Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval, 2020. |
Beyond User Embedding Matrix: Learning to Hash for Modeling Large-Scale Users in Recommendation Inproceedings Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval, 2020. |
HID: Hierarchical Multiscale Representation Learning for Information Diffusion Inproceedings Proceedings of the 29th International Joint Conference on Artificial Intelligence (IJCAI), 2020. |
Efficient Heterogeneous Collaborative Filtering without Negative Sampling for Recommendation Inproceedings Proceedings of the AAAI Conference on Artificial Intelligence, pp. 19–26, 2020. |
IART: Intent-aware Response Ranking with Transformers in Information-seeking Conversation Systems Inproceedings Proceedings of The Web Conference 2020, pp. 2592–2598, 2020. |
Towards Controllable Explanation Generation for Recommender Systems via Neural Template Inproceedings Companion Proceedings of the Web Conference 2020, pp. 198–202, 2020. |
FairCharge: A data-driven fairness-aware charging recommendation system for large-scale electric taxi fleets Journal Article Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 4 (1), pp. 1–25, 2020. |
Efficient Neural Matrix Factorization without Sampling for Recommendation Journal Article ACM Transactions on Information Systems (TOIS), 38 (2), pp. 1–28, 2020. |
2019 |
Reinforcement Knowledge Graph Reasoning for Explainable Recommendation Inproceedings Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2019), July 21 – 25, 2019, Paris, France, 2019. |
Unified Collaborative Filtering over Graph Embeddings Inproceedings Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2019), July 21 – 25, 2019, Paris, France, 2019. |
History Modeling for Conversational Question Answering Inproceedings Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2019), July 21 – 25, 2019, Paris, France, 2019. |
Personalized Fashion Recommendation with Visual Explanations based on Multimodal Attention Network Inproceedings Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2019), July 21 – 25, 2019, Paris, France, 2019. |
Hierarchical Matching Network for Crime Classification Inproceedings Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2019), July 21 – 25, 2019, Paris, France, 2019. |
Relational Collaborative Filtering: Modeling Multiple Item Relations for Recommendation Inproceedings Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2019), July 21 – 25, 2019, Paris, France, 2019. |
Maximizing Marginal Utility per Dollar for Economic Recommendation Inproceedings Proceedings of the Web Conference 2019 (WWW 2019), May 13 – 17, 2019, San Francisco, USA., 2019. |
Value-aware Recommendation based on Reinforcement Profit Maximization Inproceedings Proceedings of the Web Conference 2019 (WWW 2019), May 13 – 17, 2019, San Francisco, USA., 2019. |
Neural Variational Correlated Topic Modeling Inproceedings Proceedings of the Web Conference 2019 (WWW 2019), May 13 – 17, 2019, San Francisco, USA., 2019. |
Answer Interaction in Non-factoid Question Answering Systems Inproceedings Proceedings of the 2019 ACM SIGIR Conference on Human Information Interaction and Retrieval, CHIIR 2019, March 10 – 14, 2019, Glasgow, Scotland, UK., 2019. |
User Intent Prediction in Information-seeking Conversations Inproceedings Proceedings of the 2019 ACM SIGIR Conference on Human Information Interaction and Retrieval, CHIIR 2019, March 10 – 14, 2019, Glasgow, Scotland, UK., 2019. |
Attentive Aspect Modeling for Review-aware Recommendation Inproceedings ACM Transactions on Information Systems (TOIS), 2019. |
Dynamic Explainable Recommendation based on Neural Attentive Models Inproceedings Proceedings of the 33rd AAAI Conference on Artificial Intelligence, AAAI 2019, Honolulu, Hawaii, USA, January 27 – February 1, 2019, 2019. |
2018 |
Report on EARS’18: 1st International Workshop on ExplainAble Recommendation and Search Journal Article ACM SIGIR Forum, 52 (2), 2018. |
Learning Heterogeneous Knowledge Base Embeddings for Explainable Recommendation Journal Article Algorithms, 11 (9), pp. 137, 2018. |
Towards Conversational Search and Recommendation: System Ask, User Respond Inproceedings Proceedings of the 27th ACM International Conference on Information and Knowledge Management, CIKM 2018, Torino, Italy, October 22-26, 2018, pp. 177–186, 2018. |
Response Ranking with Deep Matching Networks and External Knowledge in Information-seeking Conversation Systems Inproceedings The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR 2018, Ann Arbor, MI, USA, July 08-12, 2018, pp. 245–254, 2018. |
Modeling Dynamic Pairwise Attention for Crime Classification over Legal Articles Inproceedings The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR 2018, Ann Arbor, MI, USA, July 08-12, 2018, pp. 485–494, 2018. |
Analyzing and Characterizing User Intent in Information-seeking Conversations Inproceedings The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR 2018, Ann Arbor, MI, USA, July 08-12, 2018, pp. 989–992, 2018. |
SIGIR 2018 Workshop on ExplainAble Recommendation and Search (EARS 2018) Inproceedings The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR 2018, Ann Arbor, MI, USA, July 08-12, 2018, pp. 1411–1413, 2018. |
Sequential Recommendation with User Memory Networks Inproceedings Proceedings of the Eleventh ACM International Conference on Web Search and Data Mining, WSDM 2018, Marina Del Rey, CA, USA, February 5-9, 2018, pp. 108–116, 2018. |
IFUP: Workshop on Multi-dimensional Information Fusion for User Modeling and Personalization Inproceedings Proceedings of the Eleventh ACM International Conference on Web Search and Data Mining, WSDM 2018, Marina Del Rey, CA, USA, February 5-9, 2018, pp. 804–805, 2018. |
Visually Explainable Recommendation Journal Article CoRR, abs/1801.10288 , 2018. |
2017 |
Probabilistic Local Matrix Factorization Based on User Reviews Inproceedings Information Retrieval Technology – 13th Asia Information Retrieval Societies Conference, AIRS 2017, Jeju Island, South Korea, November 22-24, 2017, Proceedings, pp. 154–166, 2017. |
Joint Factorizational Topic Models for Cross-City Recommendation Inproceedings Web and Big Data – First International Joint Conference, APWeb-WAIM 2017, Beijing, China, July 7-9, 2017, Proceedings, Part I, pp. 591–609, 2017. |
Disparity-Aware Group Formation for Recommendation Inproceedings Proceedings of the 16th Conference on Autonomous Agents and MultiAgent Systems, AAMAS 2017, São Paulo, Brazil, May 8-12, 2017, pp. 1604–1606, 2017. |
Learning and Transferring Social and Item Visibilities for Personalized Recommendation Inproceedings Proceedings of the 2017 ACM on Conference on Information and Knowledge Management, CIKM 2017, Singapore, November 06 – 10, 2017, pp. 337–346, 2017. |
Joint Representation Learning for Top-N Recommendation with Heterogeneous Information Sources Inproceedings Proceedings of the 2017 ACM on Conference on Information and Knowledge Management, CIKM 2017, Singapore, November 06 – 10, 2017, pp. 1449–1458, 2017. |
Boosting Moving Average Reversion Strategy for Online Portfolio Selection: A Meta-learning Approach Inproceedings Database Systems for Advanced Applications – 22nd International Conference, DASFAA 2017, Suzhou, China, March 27-30, 2017, Proceedings, Part II, pp. 494–510, 2017. |
Give me Something Unknown: Incorporate Exploration Preference in Cognition into Recommender System Inproceedings 29th IEEE International Conference on Tools with Artificial Intelligence, ICTAI 2017, Boston, MA, USA, November 6-8, 2017, pp. 807–814, 2017. |
Fairness-Aware Group Recommendation with Pareto-Efficiency Inproceedings Proceedings of the Eleventh ACM Conference on Recommender Systems, RecSys 2017, Como, Italy, August 27-31, 2017, pp. 107–115, 2017. |
Personalized Key Frame Recommendation Inproceedings Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, Shinjuku, Tokyo, Japan, August 7-11, 2017, pp. 315–324, 2017. |
Learning a Hierarchical Embedding Model for Personalized Product Search Inproceedings Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, Shinjuku, Tokyo, Japan, August 7-11, 2017, pp. 645–654, 2017. |
Multi-Product Utility Maximization for Economic Recommendation Inproceedings Proceedings of the Tenth ACM International Conference on Web Search and Data Mining, WSDM 2017, Cambridge, United Kingdom, February 6-10, 2017, pp. 435–443, 2017. |
Neural Matching Models for Question Retrieval and Next Question Prediction in Conversation Journal Article CoRR, abs/1707.05409 , 2017. |
Explainable Recommendation: Theory and Applications Journal Article CoRR, abs/1708.06409 , 2017. |
Detecting Stress Based on Social Interactions in Social Networks Journal Article IEEE Trans. Knowl. Data Eng., 29 (9), pp. 1820–1833, 2017. |
A Collaborative Neural Model for Rating Prediction by Leveraging User Reviews and Product Images Inproceedings Information Retrieval Technology – 13th Asia Information Retrieval Societies Conference, AIRS 2017, Jeju Island, South Korea, November 22-24, 2017, Proceedings, pp. 99–111, 2017. |
2016 |
Learning to Rank Features for Recommendation over Multiple Categories Inproceedings Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval, SIGIR 2016, Pisa, Italy, July 17-21, 2016, pp. 305–314, 2016. |