FedImpute: a benchmarking and evaluation tool for federated imputation across various missing data scenarios.
FedImpute is a benchmarking tool for the evaluation of federated imputation algorithms over various missing data scenarios under horizontally partitioned data.
- Documentation: Documentation
- Source Code: Source Code
- Tutorial: Tutorials
Installation
Firstly, install python >= 3.10.0, we have two ways to install
Install from pip:
pip install fedimpute
Install from package repo:
git clone https://github.com/idsla/FedImpute
cd FedImpute
python -m venv .venv
# window gitbash
source .venv/Scripts/activate
# linux/unix
source .venv/bin/activate
# Install the required packages
pip install -r requirements.txt
Basic Usage
See documentation: Documentation
Supported Algorithms
Imputation Algorithms:
| Method | Type | Fed Strategy | Imputer (code) | Reference |
|---|---|---|---|---|
| Mean | Non-NN | local, fedmean |
mean |
- |
| EM | Non-NN | local, fedem |
em |
EM, FedEM |
| MICE | Non-NN | local, fedmice |
mice |
FedICE |
| MissForest | Non-NN | local, fedtree |
missforest |
MissForest, Fed Randomforest |
| MIWAE | NN | local, fedavg, fedprox, ... |
miwae |
MIWAE |
| GAIN | NN | local, fedavg, fedprox, ... |
gain |
GAIN |
| Not-MIWAE | NN | local, fedavg, fedprox, ... |
notmiwae |
Not-MIWAE |
| GNR | NN | local, fedavg, fedprox, ... |
gnr |
GNR |
Federated Strategies:
| Method | Type | Fed_strategy(code) | Reference |
|---|---|---|---|
| Local | non-federated | local |
- |
| FedMean | traditional | fedmean |
- |
| FedEM | traditional | fedem |
FedEM |
| FedMICE | traditional | fedmice |
FedMICE |
| FedTree | traditional | fedtree |
FedTree |
| FedAvg | global FL | fedavg |
FedAvg |
| FedProx | global FL | fedprox |
FedProx |
| Scaffold | global FL | scaffold |
Scaffold |
| FedAdam | global FL | fedadam |
FedAdam |
| FedAdagrad | global FL | fedadagrad |
FedAdaGrad |
| FedYogi | global FL | fedyogi |
FedYogi |
| FedAvg-FT | personalized FL | fedavg_ft |
FedAvg-FT |
Contact
For any questions, please contact Sitao Min
1 maintainer
Metadata
1 maintainer
Release files for fedimpute 0.3.0
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Total release size: 908.6 kB
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