Comments (3)
I'll be happy to go with Lin et al's recommendation of Bell-McCaffrey (which seems to me a generalization/adaption of HC2 to the sampling context). I'm also open to variations on that recommendation. (My current sense of things is that there's a bit less at stake in what specific finite sample correction to use once one migrates from Wald-type tests & CIs over to robust score tests and CIs; but I digress.)
Ease of software implementation is important here. One component of that, in turn, is ease of addressing clustering, when present. In principle this is a simple adjustment to the meat calculation of a sandwich estimator, once that could be readily accommodated in the function signatures of sandwich::sandwich
and sandwich::meat
; but the authors of that package don't seem to have done that. @josherrickson has some nice work in this direction, here. I don't know what else is out there.
from bowershansen-ci-course.
Winston/Don/Alex's code for BMlmSE()
modified from https://github.com/kolesarm/Robust-Small-Sample-Standard-Errors, and the clubSandwich package https://github.com/jepusto/clubSandwich both also have some code for clustered assignment. I don't know about stratified clustered assignment (or what kinds of other design limits they have).
from bowershansen-ci-course.
Thanks much for those! clubSandwich in particular looks impressive. I don't think this will come up before @jwbowers's half of the course, so I don't think I'll have to make any decisions about which to recommend -- instead I'll just rest assured that we've got 'em covered when the time comes.
from bowershansen-ci-course.
Related Issues (6)
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from bowershansen-ci-course.