Research Article

Federated Learning Based on OPTICS Clustering Optimization

Table 1

Summary of symbols.

SymbolExplanation

Number of clients
MNumber of data generating distribution
fracThe fraction of clients that perform computation on each round
BThe local minibatch size used for the client updates
βThe local minibatch
EThe number of local epochs
ηLearning rate
Neural network parameterization
DkData on client k
Model weight on clients k
ciCOne cluster in the set of all clusters found by OCFL