Seoul National University (SNU)
Blog
Study
PDF to EPS in MacOS
2024-08-20
ps2pdf -dEPScrop figure_intuition.pdf figure_intuition.eps
ML
Hessian Matrix in ML
2023-12-11
In this post, approximation methods for Hessian matrix are summarized (See also PRML chapter 5)
Conjugate Duality
2023-12-11
Conjugation duality is used to solve non-linear optimization problems (including indicator functions), using a duality property between an auxiliary variable....
LAMP: greedy, relaxed minimization of model output distortion.
2023-12-10
Neural network weight pruning aims to remove unimportant weights from a trained model. This paper introduces a method to choose...
Bartlett's second identity
2023-12-09
The Bartlettβs identities are related to expectations of $n$-th derivatives of the log-likelihood function.
Dinkelbach Method
2023-11-24
Dinkelbach method is used to solve a fractional programming problem, especially for convex nonlinear fractional programming (NLFP) by successively solving...
Membership inference attack
2023-10-16
The membership inference attack is a basic attack method, which quantitatively measures how machine learning models leak information about the...
Abstract Lagrangian
2023-10-12
An optimization method to find local minima or maxima of integer/combinatorial problems efficiently.
Mirror descent
2023-10-10
The mirror descent is an iterative optimization algorithm for finding a local minima of a differentiable function.
Setup
Minimal Mistakes Changes I Made
2023-12-10
In custom css (/assets/css/main.scss) Add the following lines
Macbook Setup
2023-10-11
Summary: A note for my Macbook setup.
Obsidian setup for personal note
2023-10-06
Summary: Previously, I have used Notion to write documents. However, as the number of contents is getting bursty, it is...
Debug
When Kramdown removes indents in code block
2023-10-12
In assets/css/style.css, replace