YUAN BO
YUAN BO
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Nominal Regression in STAN
I was talking to a colleague about modeling nominal outcomes in STAN, and wrote up this example. Just put it here in case it’s helpful for anyone (probably myself in the future).
Last updated on Jan 5, 2023
4 min read
Statistics
Scaling and Standard Errors in SEM
In this post, I demonstrate why rescaling a coefficient (i.e., multiplied/divided by a constant) is different from “standardizing” a coefficient (i.e., multiplied/divided by the sample standard deviation, which is a random variable) in SEM.
Last updated on Jan 5, 2023
12 min read
Statistics
Estimating a 2-PL Model in Julia (Part 2)
E-Step M-Step Estimating a 2-PL Model with EM in Julia Find \(\bar r_{jk}\) and \(\bar n_k\) Solve estimating equations Iterations Stopping criteria Benchmarking Remark \[ \newcommand{\bv}[1]{\boldsymbol{\mathbf{#1}}} \]
Last updated on Jan 5, 2023
11 min read
Statistics
,
Programming
Estimating a 2-PL Model in Julia (Part 1)
Import Data Two-Parameter Logistic Model Estimation with mirt in R Marginal Maximum Likelihood (MML) Estimation Implement MML Estimation in Julia Import R data Compute marginal loglikelihood Optimization Benchmarking The semester is finally over, and for some reason, I wanted to consolidate my understanding of some psychometric models, perhaps because I’ll be teaching a graduate measurement class soon.
Last updated on Jan 5, 2023
11 min read
Statistics
Confidence Intervals for Multilevel R-Squared
Load Packages An Example Multilevel Model Nakagawa-Johnson-Schielzeth \(R^2\) Right-Sterba \(R^2\) Confidence Intervals for \(R^2\) Parametric Bootstrap Bias-corrected estimate Confidence intervals Residual Bootstrap Confidence Intervals Bootstrap CI With Transformation Conclusion Load Packages library(lme4) ## Loading required package: Matrix library(MuMIn) # for computing multilevel R-squared library(r2mlm) # another package for R-squared ## Loading required package: nlme ## ## Attaching package: 'nlme' ## The following object is masked from 'package:lme4': ## ## lmList ## Registered S3 method overwritten by 'parameters': ## method from ## format.
Last updated on Jan 5, 2023
10 min read
Statistics
元分析中从回归系数beta计算相关系数r
Correlation and Standardized Regression In this chapter, you will learn about correlation and its role in regression. To do so, we will use the keith-gpa.csv data to examine whether time
Mar 6, 2022
1 min read
如何管理自己的导师
如何管理自己的导师 https://mp.weixin.qq.com/s/XbF3CixJrsPe2o3Z3CsYcA Hugh Kearns & Maria Gardiner, 2011, The care and maintenance of your adviser. Nature. 469. 570. doi:10.1038/nj7331-570a 我大致
Feb 19, 2022
2 min read
Actor Partner Interdependence Model With Multilevel Analysis
Load Packages Data Hypothetical Research Question Distinguishable Dyads Indistinguishable Dyads Model Comparison Using SEM Distinguishable Dyads Indistinguishable Dyads Every time I teach multilevel modeling (MLM) at USC, I have students interested in running the actor partner independence model (APIM) using dyadic model.
Last updated on Jan 5, 2023
11 min read
Statistics
oTree安装学习记录
oTree简介 oTree是一个基于python的框架,能够让
Aug 29, 2021
8 min read
信号检测论在R中的计算
信号检测论在R中计算 信号检测理论导读:测量与计算 https://www.douban.com/note/784162736/ 信号检测理
Aug 29, 2021
5 min read
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