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This method is based on unsupervised training of the parameters and subsequent construction of a new HMM by aligning and merging Viterbi decoded sequences.
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Analysis based on unsupervised factor models was carried out with publicly available software as previously described [18].
Patients stratification based on unsupervised hierarchical clustering divided patients into two groups.
SOM, an artificial intelligence algorithm based on unsupervised learning configures output vectors into a topological presentation of the original data.
Moreover, these results based on unsupervised analysis yielded a signature predictive of clinical outcome in breast cancer.
We wish to explore an alternative analysis approach, based on unsupervised, nonlinear, topographic (structure-preserving) projection and visualisation methods.
To further examine these options, we subdivided all 549 observed expression profile into 12 clusters, based on unsupervised hierarchical clustering.
However, the existing alignment-free methods are all based on unsupervised learning strategy (e.g., PCA or hierarchical clustering).
Draw the train based on the outlines.
Supervised and unsupervised classifications rely on classical set theory in assigning pixels into discrete classes based on training sets and some statistically determined criteria.
The technique is based on an unsupervised clustering of the three phase reactance step magnitudes.
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