Search Results for author: Qi Tan

Found 4 papers, 0 papers with code

Item Cold Start Recommendation via Adversarial Variational Auto-encoder Warm-up

no code implementations28 Feb 2023 Shenzheng Zhang, Qi Tan, Xinzhi Zheng, Yi Ren, Xu Zhao

The gap between the randomly initialized item ID embedding and the well-trained warm item ID embedding makes the cold items hard to suit the recommendation system, which is trained on the data of historical warm items.

News Recommendation

Demystifying Deep Learning in Predictive Spatio-Temporal Analytics: An Information-Theoretic Framework

no code implementations14 Sep 2020 Qi Tan, Yang Liu, Jiming Liu

Deep learning has achieved incredible success over the past years, especially in various challenging predictive spatio-temporal analytics (PSTA) tasks, such as disease prediction, climate forecast, and traffic prediction, where intrinsic dependency relationships among data exist and generally manifest at multiple spatio-temporal scales.

Disease Prediction Traffic Prediction

Incremental training of multi-generative adversarial networks

no code implementations ICLR 2019 Qi Tan, Pingzhong Tang, Ke Xu, Weiran Shen, Song Zuo

Generative neural networks map a standard, possibly distribution to a complex high-dimensional distribution, which represents the real world data set.

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