Table 3 Summary of the metrics and methods that make each indicator larger with each algorithm
From: Validating the representation of distance between infarct diseases using word embedding
Metric | Method | ||||||||
|---|---|---|---|---|---|---|---|---|---|
Highest average value | Highest average value | ||||||||
Maximize | 1st | 2nd | 3rd | Maximize | 1st | 2nd | 3rd | ||
CCC | Word2Vec | Euclidean | Euclidean | Sqeuclidean | Cityblock | Centroid | Average | Weighted | Single |
FastText | Euclidean | Euclidean | Cityblock | Sqeuclidean | Average | Average | Weighted | Single | |
Glove | Cityblock | Cityblock | Sqeuclidean | Euclidean | Average | Average | Weighted | Centroid | |
AMI | Word2Vec | Correlation/cosine | Cosine | Correlation | Braycurtis | Average/weighted | Ward | Complete | Weighted |
FastText | Correlation/cosine | Correlation/cosine | Braycurtis | Ward | Complete | Ward | Weighted | ||
Glove | Braycurtis | Correlation/cosine | Braycurtis | Centroid | Average | Weighted | Ward | ||
NMI | Word2Vec | Cosine | Cosine | Correlation | Braycurtis | Complete | Ward | Complete | Weighted |
FastText | Correlation/cosine | Cosine | Correlation | Braycurtis | Ward | Complete | Ward | Weighted | |
Glove | Correlation/cosine | Braycurtis | Correlation/cosine | Ward | Ward | Complete | Average | ||
ARI | Word2Vec | Cosine | Cosine | Correlation | Braycurtis | Complete | Ward | Complete | Weighted |
FastText | correlation/cosine | Braycurtis | Correlation/cosine | Ward | Ward | Complete | Weighted | ||
Glove | Braycurtis | Braycurtis | Correlation/cosine | Average/weighted | Average | Weighted | Ward | ||