Interpretation of Variational GP
About I found beautiful formulation that introduces inducing points and variational method on Gaussian Process in this paper. Felix Leibfried,…
October 2024
kevin-tofu Gaussian Process Classification
I am reading a paper, “Scalable Variational Gaussian Process Classification” that James Hensman, Alex Matthews and Zoubin Ghahramani’s work(https://arxiv.org/abs/1411.2005). The…
Numeric and Categorical data handling
About It is quite important to deal with both numeric and categorical data simultaneously when we get tabular dataset. But…
The determinant of semi positive definite matrix
About There are some cases to compute determinants of covariance matrix such as marginal log likelihood in multi variate Gaussian…
Image, Kernel, Nullity
Image The image of a matrix describes what vectors are generated when the matrix acts on a set of vectors.…
QR Decomposition for Linear Equations
About The QR decomposition allows us to decompose any type of matrix A into QR. where is orthogonal matrix, and…
Is TPESamler really using TPE?
What is TPESample? understand TPE as a search algorithm that uses kernel density estimation. This implementation can be found in…
Raw Whitebait bowl in Aichi, Japan
About A distinctive aspect of Japanese cuisine is its inclusion of raw fish dishes like sashimi and sushi. You may…
How to check for a newly external HDD in Linux and mount it
list all the available disks First, list all the available disks to see if the new HDD is recognized. This…
How TuRBO defines trust region
About TuRBO is an algorithm that adaptively determines a specific local region, termed the ‘trusted region,’ based on the outcomes…