Notes
Note on Aug. 31, 2019
A review on the paper "On the convergence of ADAM and beyond".
Chinese translated lecture notes for MATH 6366 @ UH
[Chinese] 私译课堂笔记 MATH 6366: 优化论 (Optimization Theory)，主要参考教程为Boyd的《Convex optimization》
Note on May 16, 2019
A review on the paper "ADAM: A Method for Stochastic Optimization".
Special Notes on May 15, 2019
A deduction for the basic form of the training phase and testing phases in sparse coding and dictionary learning.
Notes on May 05, 2019
Comments on two SEG-2018 expanded abstracts. In this article, the theories of those two papers would be doubted.
Special Notes on Mar. 4, 2019
Weekly notes. In this note we are mainly learning "Solving ill-posed inverse problems using iterative deep neural networks".
Special Notes on Feb. 28, 2019
A derivation for the non-negative constrained least length problem. Here we only discuss the simplified form $\lVert \mathbf{x} \rVert_2^2,~\mathrm{s.t.}~\mathbf{Hx} \succeq \mathbf{h}$.
Special Notes on Feb. 27, 2019
Weekly notes. In this note we are mainly learning "NETT: Solving Inverse Problems with Deep Neural Networks".
Notes on Feb. 23, 2019
The note for weekly report on Feb 23, 2018.
Stochastic optimization I: from Monte-Carlo methods to Gibbs sampling
Here are special notes on Feb. 15, 2019. This is the first topic about stochastic optimization. In this topic, we will discuss the introductory theory about Monte-Carlo methods, Metropolis-Hastings algorithm and Gibbs sampling.
Notes from Jan. 29, 2019 to Feb. 15, 2019
A collection for other's researches about inverse problem. This article is an introduction and also a categorization.
Special Notes on Nov. 19, 2018
An inspection on Lovasz expansion for Jaccard index (with experimental codes).
Special Notes on Aug. 24, 2018
A short discussion about the derivation of LMA from the function expansion view.
Special Notes on Aug. 13, 2018
A collection of the discussions about the deep-learning implementation of proximal learning, and conventional inverse algorithms like ISTA and AMP.
Notes on Jul. 20, 2018
A collection for abstracts of those papers related to inverse problem enhanced by deep learning. This is the part I.
Special Notes on Jun. 05, 2018
The note is just for one important article, "Breaking the Nonsmooth Barrier: A Scalable Parallel Method for Composite Optimization", Part I.
Notes on May 26, 2018
The note for weekly report on May 26, 2018.
Notes on May 18, 2018
The note for weekly report on May 26, 2018.