1 code implementation • 28 Oct 2022 • Bach Tran, Binh-Son Hua, Anh Tuan Tran, Minh Hoai
Inspired by the success of deep learning in the image domain, we devise a novel pre-training technique for better model initialization by utilizing the multi-view rendering of the 3D data.
no code implementations • 26 Mar 2020 • Anh Phan Tuan, Bach Tran, Thien Nguyen Huu, Linh Ngo Van, Khoat Than
Furthermore, many applications often face with massive and dynamic short texts, causing various computational challenges to the current batch learning algorithms.
no code implementations • 10 Nov 2019 • Hoai An Le Thi, Hoai Minh Le, Duy Nhat Phan, Bach Tran
We consider the large sum of DC (Difference of Convex) functions minimization problem which appear in several different areas, especially in stochastic optimization and machine learning.
no code implementations • 25 Jun 2018 • Hoai An Le Thi, Hoai Minh Le, Duy Nhat Phan, Bach Tran
In the first variant, DCA-Like, we introduce a new technique to iteratively modify the decomposition of the objective function.
no code implementations • ICML 2017 • Hoai An Le Thi, Hoai Minh Le, Duy Nhat Phan, Bach Tran
In this paper, we present a stochastic version of DCA (Difference of Convex functions Algorithm) to solve a class of optimization problems whose objective function is a large sum of non-convex functions and a regularization term.