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Xiaoping Lai

3 accepted papers

2021

Knowledge-aware Coupled Graph Neural Network for Social Recommendation

AAAI 2021technical

Social recommendation task aims to predict users' preferences over items with the incorporation of social connections among users, so as to alleviate the sparse issue of collaborative filtering. While many recent efforts show the effectiveness of neural network-based social recommender systems, seve…

2019

An Enhanced Hierarchical Extreme Learning Machine with Random Sparse Matrix Based Autoencoder

ICASSP 2019accepted

Recently, by employing the stacked extreme learning machine (ELM) based autoencoders (ELM-AE) and sparse AEs (SAE), multilayer ELM (ML-ELM) and hierarchical ELM (H-ELM) has been developed. Compared to the conventional stacked AEs, the ML-ELM and H-ELM usually achieve better generalization performanc…

Cited by 0SourceScholar
2019

Minimax Magnitude Response Approximation of Pole-radius Constrained IIR Digital Filters

ICASSP 2019accepted

Design of infinite impulse response (IIR) digital filters to approximate some desired magnitude-frequency response is a classical research topic in signal processing. When a pole radius constraint is imposed, however, the problem becomes challenging and few solution methods are available. This paper…

Cited by 0SourceScholar