Fajie Yuan

A Simple Convolutional Generative Network for Next Item Recommendation

2019

Convolutional Neural Networks (CNNs) have been recently introduced in the domain of session-based next item recommendation. An ordered collection of past items the user has interacted with in a session (or sequence) are embedded into …

Iterative Network Pruning with Uncertainty Regularization for Lifelong Sentiment Classification

2021

Lifelong learning capabilities are crucial for sentiment classifiers to process continuous streams of opinioned information on the Web. However, performing lifelong learning is non-trivial for deep neural networks as continually training of incrementally available information …