# WeiYa's Work Yard

## Monotone Multi-Layer Perceptron

##### July 04, 2022

This note is for monotonic Multi-Layer Perceptron Neural network, and the references are from the R package monmlp.

## Scale Mixture Models

##### March 25, 2022

This note is for scale mixture models.

## Equivariance

##### March 22, 2022

This post is for Chapter 3 of Lehmann, E. L., & Casella, G. (1998). Theory of point estimation (2nd ed). Springer.

## Applications with Scale Parameters

##### March 22, 2022

This note contains several papers related to scale parameter.

## Empirical Bayes

##### January 16, 2022

This note is based on Sec. 4.6 of Lehmann, E. L., & Casella, G. (1998). Theory of point estimation (2nd ed). Springer.

## Generalizing Ridge Regression

##### December 14, 2021

This note is for Chapter 3 of van Wieringen, W. N. (2021). Lecture notes on ridge regression. ArXiv:1509.09169 [Stat].

## Gaussian Processes for Regression

##### December 13, 2021

This note is for Chapter 4 of Rasmussen, C. E., & Williams, C. K. I. (2006). Gaussian processes for machine learning. MIT Press.

## Probabilistic Principal Curves

##### November 22, 2021

This note is for Chang, K.-Y., & Ghosh, J. (2001). A unified model for probabilistic principal surfaces. IEEE Transactions on Pattern Analysis and Machine Intelligence, 23(1), 22–41., but only involves the principal curves.

## Generative Bootstrap/Multi-purpose Samplers

##### September 22, 2021 (Update: August 08, 2022)

This post is based on the first version of Shin, M., Wang, L., & Liu, J. S. (2020). Scalable Uncertainty Quantification via GenerativeBootstrap Sampler., which is lately updated as Shin, M., Wang, S., & Liu, J. S. (2022). Generative Multiple-purpose Sampler for Weighted M-estimation (arXiv:2006.00767; Version 2). arXiv.

## Cross-Validation for High-Dimensional Ridge and Lasso

##### September 16, 2021 (Update: March 18, 2022) 0 Comments

This note collects several references on the research of cross-validation.

## Knowledge Graph and Electronic Medical Records

##### June 29, 2021 0 Comments

This note covers several papers on Knowledge Graph and Electronic Medical Records.