Specificity metrics¶
| Name | Caracteristics of the metrics | Boundary | Optimum | Description |
|---|---|---|---|---|
| Gini coefficient | – | The lower the better | Evaluates the inequality of the gene's distribution. | |
| Kendall's tau | [0, 1] or [-1, 1] | – | Similar to Gini and Shannon, but less restrictive. | |
| One-vs-All | [0, 1] | 1 | Gene expression in one cell type versus the rest. | |
| One-vs-Max | [0, +∞[ | – | Gene expression in one cell type vs the second most highly expressed cell type. | |
| Shannon Entropy | [0, 1] | – | Entropy of gene distribution across cell types. |