Classy Ensemble: A Novel Ensemble Algorithm for Classification

Code accompanying the paper: M. Sipper, "Classy Ensemble: A Novel Ensemble Algorithm for Classification".

• main.py: main module for running ML models
• main_dl.py: main module for running DL models
• basic_ensemble.py: class BasicEnsemble -- basic ensemble functionality
• classy_ensemble.py: class ClassyEnsemble -- the Classy Ensemble algorithm
• cluster_ensemble.py: class ClusterEnsemble -- generates ensemble through cluster-based pruning
• classy_cluster.py: class ClassyClusterEnsemble -- a combination of classy ensemble and cluster-based pruning
• classy_cluster_v2.py: class ClassyClusterEnsemble, version 2 (refer to paper)
• lexigarden.py: class Lexigarden -- generates ensemble through lexigarden algorithm
• networks.py: deep networks
• torch-datasets.py: tourchvision datasets
• ml_models.py: ML models used
• utils.py: various utlity functions
• stats.py: some statistics for paper

Citations are always appreciated 😊:

@article{sipper2023classy,
    author = {Sipper, Moshe},
    title = {Classy Ensemble: A Novel Ensemble Algorithm for Classification},
    publisher = {arXiv},
    year = {2023},
    url = {https://arxiv.org/abs/2302.10580},
}