COLA_covid

A simulated COVID-19 data set for Collaborative One-shot and Lossless Algorithms of generalized linear models (COLA-GLM)

datasets

A collection of privacy-preserving distributed algorithms (PDAs) for conducting federated statistical learning across multiple data sites. The PDA framework includes models for various tasks such as regression, trial emulation, causal inference, design-specific analysis, and clustering. The PDA algorithms run on a lead site and only require summary statistics from collaborating sites, with one or few iterations. The package can be used together with the online data transfer system (<https://pda-ota.pdamethods.org/>) for safe and convenient collaboration. For more information, please visit our software websites: <https://github.com/Penncil/pda>, and <https://pdamethods.org/>.

Chongliang Luo

Privacy-Preserving Distributed Algorithms

Rui Duan

Mackenzie Edmondson

Jiayi Tong

Xiaokang Liu

Kenneth Locke

Jie Hu

Bingyu Zhang

Yicheng Shen

Yudong Wang

Yiwen Lu

Lu Li

Yong Chen

Penn Computing Inference Learning (PennCIL) lab 

COLA_covid function

A data frame with 1500 rows and 6 variables:<dl>
<dt>site</dt>
<dd>site, 600 'site1', 500 'site2', 400 'site3'</dd><dt>age</dt>
<dd>binary age</dd><dt>sex</dt>
<dd>binary sex</dd><dt>medical_condition</dt>
<dd>binary medical condition</dd><dt>status</dt>
<dd>binary outcome, COVID-19 status. This is the binary outcome for COLA logistic regression</dd><dt>visits</dt>
<dd>poisson outcome, number of visits. This is the count outcome for COLA Poisson regression</dd>
</dl>

Format

COLA simulated data — COLA_covid

A data frame with 1500 rows and 6 variables:<dl>
<dt>site</dt>
<dd>site, 600 'site1', 500 'site2', 400 'site3'</dd>

<dt>age</dt>
<dd>binary age</dd>

<dt>sex</dt>
<dd>binary sex</dd>

<dt>medical_condition</dt>
<dd>binary medical condition</dd>

<dt>status</dt>
<dd>binary outcome, COVID-19 status. This is the binary outcome for COLA logistic regression</dd>

<dt>visits</dt>
<dd>poisson outcome, number of visits. This is the count outcome for COLA Poisson regression</dd>


</dl>

COLA simulated data

COLA_covid: COLA simulated data

Description

Usage

Arguments

Format