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Ensemble clustering in medical diagnostics | IEEE …
- https://ieeexplore.ieee.org/abstract/document/1311777
- In this paper, we examine the potential of applying ensemble clustering techniques with a focus on the area of medical diagnostics. We present several ensemble generation and integration strategies, and evaluate each approach on a number of synthetic and real-world datasets. In addition, we show that diversity among ensemble members is necessary, but not sufficient to yield an improved solution without the selection of an appropriate integration method.
(PDF) Ensemble Clustering in Medical Diagnostics
- https://www.researchgate.net/publication/222089368_Ensemble_Clustering_in_Medical_Diagnostics
- Ensemble clustering 'the knowledge reuse framework', firstly proposed by Strel and Ghosh [11] is the technique which uses the two mechanisms as generation …
(PDF) Ensemble Clustering in Medical …
- https://www.researchgate.net/publication/4080007_Ensemble_Clustering_in_Medical_Diagnostics
- Ensemble techniques have been successfully applied in the context of supervised learning to increase …
Ensemble clustering in medical diagnostics - Semantic …
- https://www.semanticscholar.org/paper/Ensemble-clustering-in-medical-diagnostics-Greene-Tsymbal/fb6d47e3879ccd1ff55560ca7a272f45bf9bcc46
- In this paper, we examine the potential of applying ensemble clustering techniques with a focus on the area of medical diagnostics. We present several ensemble generation and …
Ensemble Clustering in Medical Diagnostics - Derek Greene
- http://derekgreene.com/papers/greene04cbms.pdf
- employing ensemble clustering in practise. Empirical results, based on the appli-cation of these techniques to both medical and synthetic datasets, are provided in Section 3. …
Ensemble Clustering in Medical Diagnostics - Trinity …
- https://www.scss.tcd.ie/publications/tech-reports/reports.04/TCD-CS-2004-12.pdf
- In order to evaluate the ensemble strategies described in Section 2, experiments were conducted on two synthetic datasets and six benchmark real-world datasets from …
Complementary ensemble clustering of biomedical data
- https://www.sciencedirect.com/science/article/pii/S153204641300021X
- Ensemble clustering on one modality [4], [5], [9], [13], [14], [17] has been shown to be effective for improving the robustness and stability of clustering results. It …
Ensemble clustering in medical diagnostics - Academia.edu
- https://www.academia.edu/2617610/Ensemble_clustering_in_medical_diagnostics
- Ensemble clustering in medical diagnostics Padraig Cunningham 2004 Abstract Ensemble techniques have been successfully applied in the context of supervised …
Golay Code Transformations for Ensemble Clustering in …
- https://thesai.org/Downloads/Volume6No1/Paper_7-Golay_Code_Transformations_for_Ensemble_Clustering.pdf
- Algorithm 1: Composing Clustering Addresses generate the 6 data words loop i=1 to 15 pick 2 random data words: w1,w2 order them such as w1<w2 right shift the smallest data word …
Ensemble clustering in medical diagnostics - Academia.edu
- https://www.academia.edu/en/2617610/Ensemble_clustering_in_medical_diagnostics
- Abstract Ensemble techniques have been successfully applied in the context of supervised learning to increase the accuracy and stability of classification. …
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