Quoc-Tuan Truong
Xin chào! I am a PhD student at Singapore Management University (SMU). My advisor is Professor Hady W. Lauw. Previously, I obtained my BSc degree in Computer Science from Vietnam National University (VNU), Hanoi. During my PhD, I have received the SMU Presidential Doctoral Fellowship. I was also fortunate to receive the Honda Y-E-S Award in Vietnam in 2016.
Research Interests:
- Machine Learning Methods
- Information Retrieval: Search and Recommendation
- Learning from the Web and Human Behavioral Data
Most of our publications are associated with code and dataset(s). Ping me if you can't find them.
Publications [DBLP] [Google Scholar]
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Multi-Modal Recommender Systems: Hands-On Exploration
Quoc-Tuan Truong, Aghiles Salah, and Hady W. Lauw
Tutorial at ACM Conference on Recommender Systems (RecSys), 2021. [pdf] [website] [materials] -
Variational Learning from Implicit Bandit Feedback
Quoc-Tuan Truong and Hady W. Lauw
Machine Learning (MLJ), 110(8):2085–2105, 2021. [pdf] [slides] -
Exploring Cross-Modality Utilization in Recommender Systems
Quoc-Tuan Truong, Aghiles Salah, Thanh-Binh Tran, Jingyao Guo, and Hady W. Lauw
IEEE Internet Computing, 25(4):50–57, 2021. [pdf] [code] [data] -
Sentiment-Oriented Metric Learning for Text-to-Image Retrieval
Quoc-Tuan Truong and Hady W. Lauw
European Conference on Information Retrieval (ECIR), 2021. [pdf] [code] [data] [slides] -
Bilateral
Variational Autoencoder for Collaborative Filtering
Quoc-Tuan Truong, Aghiles Salah, and Hady W. Lauw
ACM International Conference on Web Search and Data Mining (WSDM), 2021. [pdf] [tutorial] [code] [data] [slides] [poster] -
Reproducibility
Companion Paper: Visual Sentiment Analysis for Review Images with
Item-Oriented and User-Oriented CNN
Quoc-Tuan Truong, Hady W. Lauw, Martin Aumüller, and Naoko Nitta
ACM International Conference on Multimedia (MM), 2020. [pdf] [code] [data] -
Cornac: A Comparative Framework for Multimodal Recommender Systems
Aghiles Salah, Quoc-Tuan Truong, and Hady W. Lauw
Journal of Machine Learning Research (JMLR), 21(95):1–5, 2020. [pdf] [website] [code] -
Multimodal Review Generation for Recommender Systems
Quoc-Tuan Truong and Hady W. Lauw
The Web Conference (WWW), 2019. [pdf] [code] [data] [slides] [poster] -
VistaNet: Visual Aspect Attention Network for Multimodal Sentiment Analysis
Quoc-Tuan Truong and Hady W. Lauw
AAAI Conference on Artificial Intelligence (AAAI), 2019. [pdf] [code] [data] [slides] [poster] -
Visual Sentiment Analysis for Review Images with Item-Oriented and User-Oriented CNN
Quoc-Tuan Truong and Hady W. Lauw
ACM International Conference on Multimedia (MM), 2017. [pdf] [code] [data] [poster] [medium] [blog post 1, 2] -
An Experimental Investigation of Part-Of-Speech Taggers for Vietnamese
Tuan-Phong Nguyen, Quoc-Tuan Truong, Xuan-Nam Nguyen, and Anh-Cuong Le
VNU Journal of Science: Computer Science and Communication Engineering, 32(3), 2016. [pdf] -
Domain Identification for Intention Posts on Online Social Media
Thai-Le Luong, Quoc-Tuan Truong, Hai-Trieu Dang, and Xuan-Hieu Phan
Symposium on Information and Communication Technology (SoICT), 2016. [pdf] -
Learning to Filter User Explicit Intents in Online Vietnamese Social Media Texts
Thai-Le Luong, Thi-Hanh Tran, Quoc-Tuan Truong, Thi-Minh-Ngoc Truong, Thi-Thu Phi, and Xuan-Hieu Phan
Asian Conference on Intelligent Information and Database Systems (ACIIDS), 2016. [pdf] -
Named Entity Recognition for Vietnamese Spoken Texts and Its Application in Smart Mobile Voice
Interaction
Phuong-Nam Tran, Van-Duc Ta, Quoc-Tuan Truong, Quang-Vu Duong, Thac-Thong Nguyen, and Xuan-Hieu Phan
Asian Conference on Intelligent Information and Database Systems (ACIIDS), 2016. [pdf]