no code implementations • 18 Jul 2023 • Shibo Yao, Dantong Yu, Ioannis Koutis
In this paper, we identify the close connection between matrix spectrum learning and neural network training for dense and convolutional layers and argue that weight pruning is essentially a matrix sparsification process to preserve the spectrum.
no code implementations • 4 Sep 2021 • Ajim Uddin, Dan Zhou, Xinyuan Tao, Chia-Ching Chou, Dantong Yu
Firms earning prediction plays a vital role in investment decisions, dividends expectation, and share price.
1 code implementation • 21 May 2019 • Shibo Yao, Dantong Yu, Keli Xiao
We present a novel method named Latent Semantic Imputation (LSI) to transfer external knowledge into semantic space for enhancing word embedding.
no code implementations • 10 Nov 2016 • Boyu Wang, Kevin Yager, Dantong Yu, Minh Hoai
In this paper, we explore the use of deep learning to develop methods for automatically analyzing x-ray scattering images.