Jul 1, 2007 · In this article, we propose an ensemble clustering framework to address this problem. For base clustering, we introduce two topology-based distance metrics.
In this article, we propose an ensemble clustering framework to address this problem. For base clustering, we introduce two topology-based distance metrics.
We develop a PCA-based consensus clustering technique, designed to reduce the dimensionality of the consensus problem and yield informative clusters. We also ...
Our analysis of the consensus clusters obtained demonstrates that ensemble clustering can (a) produce improved biologically significant functional groupings; ...
Results: In this article, we propose an ensemble clustering framework to address this problem. For base clustering, we introduce two topology-based distance ...
We propose an Ensemble Learning Framework for Detecting Protein Complexes (ELF-DPC) within protein-protein interaction (PPI) networks to address these ...
We propose an Ensemble Learning Framework for Detecting Protein Complexes (ELF-DPC) within protein-protein interaction (PPI) networks to address these ...
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Jun 1, 2016 · The experimental results show that EnPC framework achieves a better performance on detecting protein complexes than other tested base methods.
Aug 4, 2024 · 2004, Bioinform. Effective pre-processing strategies for functional clustering of a protein-protein interactions network.
The experimental results show that EnPC framework achieves a better performance on detecting protein complexes than other tested base methods. Conclusion: We ...